{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 基于K-means聚类算法进行超市客户人群分析\n",
    "\n",
    "\n",
    "## 实验内容\n",
    "\n",
    "\n",
    "在本案例中，我们使用人工智能技术的聚类算法去分析超市购物中心客户的一些基本数据，把客户分成不同的群体，供营销团队参考并相应地制定营销策略。\n",
    "\n",
    "我们使用的数据集是超市用户会员卡的基本数据以及根据购物行为得出的消费指数，总共有5个字段，解释如下：\n",
    "\n",
    "* CustomerID：客户ID\n",
    "* Gender：年龄\n",
    "* Age：年龄\n",
    "* Annual Income (k$)：年收入\n",
    "* Spending Score (1-100)：消费指数\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 实验步骤\n",
    "\n",
    "### 进入ModelArts界面\n",
    "\n",
    "点击如下链接：https://www.huaweicloud.com/product/modelarts.html ，进入ModelArts主页。点击“立即使用”按钮，输入用户名和密码登录，进入ModelArts使用页面。\n",
    "\n",
    "### 创建ModelArts Notebook\n",
    "\n",
    "下面，我们在ModelArts中创建一个notebook开发环境，ModelArts notebook提供网页版的Python开发环境，可以方便的编写、运行代码，并查看运行结果。\n",
    "\n",
    "第一步：在ModelArts服务主界面依次点击“开发环境”、“创建”\n",
    "\n",
    "![create_nb_create_button](./img/create_nb_create_button.png)\n",
    "\n",
    "第二步：填写notebook所需的参数：\n",
    "\n",
    "| 参数 | 说明 |\n",
    "| - - - - - | - - - - - |\n",
    "| 计费方式 | 按需计费  |\n",
    "| 名称 | Notebook实例名称，如 kmeans_customer_segmentation |\n",
    "| 工作环境 | Python3 |\n",
    "| 资源池 | 选择\"公共资源池\"即可 |\n",
    "| 类型 | CPU |\n",
    "| 规格 | 2核8GiB |\n",
    "| 存储配置 | 选择EVS，磁盘规格5GB |\n",
    "\n",
    "第三步：配置好notebook参数后，点击下一步，进入notebook信息预览。确认无误后，点击“立即创建”\n",
    "\n",
    "![create_nb_creation_summary](./img/create_nb_creation_summary.png)\n",
    "\n",
    "第四步：创建完成后，返回开发环境主界面，等待Notebook创建完毕后，打开Notebook，进行下一步操作。\n",
    "![modelarts_notebook_index](./img/modelarts_notebook_index.png)\n",
    "\n",
    "### 在ModelArts中创建开发环境\n",
    "\n",
    "接下来，我们创建一个实际的开发环境，用于后续的实验步骤。\n",
    "\n",
    "第一步：点击下图所示的“打开”按钮，进入刚刚创建的Notebook\n",
    "![inter_dev_env](img/enter_dev_env.png)\n",
    "\n",
    "第二步：创建一个Python3环境的的Notebook。点击右上角的\"New\"，然后创建 XGBoost-Sklearn 开发环境。\n",
    "\n",
    "第三步：点击左上方的文件名\"Untitled\"，并输入一个与本实验相关的名称，如\"kmeans_customer_segmentation\"\n",
    "![notebook_untitled_filename](./img/notebook_untitled_filename.png)\n",
    "![notebook_name_the_ipynb](./img/notebook_name_the_ipynb.png)\n",
    "\n",
    "\n",
    "### 在Notebook中编写并执行代码\n",
    "\n",
    "在Notebook中，我们输入一个简单的打印语句，然后点击上方的运行按钮，可以查看语句执行的结果：\n",
    "![run_helloworld](./img/run_helloworld.png)\n",
    "\n",
    "\n",
    "开发环境准备好啦，接下来可以愉快地写代码啦！\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 初始化ModelArts SDK"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from modelarts.session import Session\n",
    "import os\n",
    "session = Session()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###  准备源代码和数据\n",
    "\n",
    "这步准备案例所需的源代码和数据，相关资源已经保存在OBS中，我们通过ModelArts SDK将资源下载到本地，并解压到当前目录下。解压后，当前目录包含data和src两个目录，分别存有数据集和源代码。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "if not os.path.exists('./data'):\n",
    "    session.download_data(bucket_path='ai-course-common-20/kmeans_customer_segmentation/kmeans_customer_segmentation.tar.gz',\n",
    "                         path='./kmeans_customer_segmentation.tar.gz')\n",
    "\n",
    "    # 使用tar命令解压资源包\n",
    "    !tar xf ./kmeans_customer_segmentation.tar.gz\n",
    "    \n",
    "    # 清理压缩包\n",
    "    !rm -f ./diabetes_prediciton.tar.gz"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 导入工具库\n",
    "\n",
    "matplotlib和seaborn是Python绘图工具，pandas和numpy是矩阵运算工具。\n",
    "\n",
    "此段代码只是引入Python包，无回显（代码执行输出）。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np # linear algebra\n",
    "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n",
    "import matplotlib.pyplot as plt \n",
    "import seaborn as sns \n",
    "from sklearn.cluster import KMeans\n",
    "import warnings\n",
    "import os\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 数据读取\n",
    "使用pandas.read_excel(filepath)方法读取notebook中的数据文件。\n",
    "* filepath：数据文件路径"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('data/Mall_Customers.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 展示样本数据\n",
    "\n",
    "执行这段代码可以看到数据集的5个样本数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CustomerID</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Age</th>\n",
       "      <th>Annual Income (k$)</th>\n",
       "      <th>Spending Score (1-100)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Male</td>\n",
       "      <td>19</td>\n",
       "      <td>15</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Male</td>\n",
       "      <td>21</td>\n",
       "      <td>15</td>\n",
       "      <td>81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Female</td>\n",
       "      <td>20</td>\n",
       "      <td>16</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Female</td>\n",
       "      <td>23</td>\n",
       "      <td>16</td>\n",
       "      <td>77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Female</td>\n",
       "      <td>31</td>\n",
       "      <td>17</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   CustomerID  Gender  Age  Annual Income (k$)  Spending Score (1-100)\n",
       "0           1    Male   19                  15                      39\n",
       "1           2    Male   21                  15                      81\n",
       "2           3  Female   20                  16                       6\n",
       "3           4  Female   23                  16                      77\n",
       "4           5  Female   31                  17                      40"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "执行这段代码可以看到数据集的维度"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(200, 5)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 展示各个字段的统计值信息\n",
    "\n",
    "调用pandas.DataFrame.describe方法，可以看到各个特征的统计信息，包括样本数、均值、标准差、最小值、1/4分位数、1/2分位数、3/4分位数和最大值。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CustomerID</th>\n",
       "      <th>Age</th>\n",
       "      <th>Annual Income (k$)</th>\n",
       "      <th>Spending Score (1-100)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>200.000000</td>\n",
       "      <td>200.000000</td>\n",
       "      <td>200.000000</td>\n",
       "      <td>200.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>100.500000</td>\n",
       "      <td>38.850000</td>\n",
       "      <td>60.560000</td>\n",
       "      <td>50.200000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>57.879185</td>\n",
       "      <td>13.969007</td>\n",
       "      <td>26.264721</td>\n",
       "      <td>25.823522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>18.000000</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>50.750000</td>\n",
       "      <td>28.750000</td>\n",
       "      <td>41.500000</td>\n",
       "      <td>34.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>100.500000</td>\n",
       "      <td>36.000000</td>\n",
       "      <td>61.500000</td>\n",
       "      <td>50.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>150.250000</td>\n",
       "      <td>49.000000</td>\n",
       "      <td>78.000000</td>\n",
       "      <td>73.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>200.000000</td>\n",
       "      <td>70.000000</td>\n",
       "      <td>137.000000</td>\n",
       "      <td>99.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       CustomerID         Age  Annual Income (k$)  Spending Score (1-100)\n",
       "count  200.000000  200.000000          200.000000              200.000000\n",
       "mean   100.500000   38.850000           60.560000               50.200000\n",
       "std     57.879185   13.969007           26.264721               25.823522\n",
       "min      1.000000   18.000000           15.000000                1.000000\n",
       "25%     50.750000   28.750000           41.500000               34.750000\n",
       "50%    100.500000   36.000000           61.500000               50.000000\n",
       "75%    150.250000   49.000000           78.000000               73.000000\n",
       "max    200.000000   70.000000          137.000000               99.000000"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 展示各个字段的数据类型\n",
    "\n",
    "pandas.DataFrame.dtypes()方法可以展示各个字段的类型信息。\n",
    "\n",
    "可以看到每个字段的类型信息。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "CustomerID                 int64\n",
       "Gender                    object\n",
       "Age                        int64\n",
       "Annual Income (k$)         int64\n",
       "Spending Score (1-100)     int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "查看是否有数据缺失，如果有，则需要填补。\n",
    "\n",
    "实验中使用的这份数据很完善，没有任何一个属性的值为null，因此统计下来，null值的数量都是0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "CustomerID                0\n",
       "Gender                    0\n",
       "Age                       0\n",
       "Annual Income (k$)        0\n",
       "Spending Score (1-100)    0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 展示主要属性的数量分布\n",
    "\n",
    "这段代码使用matplotlib绘制了数据中三个主要属性的统计直方图，包含年龄、收入、消费指数。\n",
    "\n",
    "可以看到三张统计直方图，形状都与正态分布类似，说明数据量足够，数据抽样的分布也比较理想。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f45286a7160>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('fivethirtyeight')\n",
    "plt.figure(1 , figsize = (15 , 6))\n",
    "n = 0 \n",
    "for x in ['Age' , 'Annual Income (k$)' , 'Spending Score (1-100)']:\n",
    "    n += 1\n",
    "    plt.subplot(1 , 3 , n)\n",
    "    plt.subplots_adjust(hspace =0.5 , wspace = 0.5)\n",
    "    sns.distplot(df[x] , bins = 20)\n",
    "    plt.title('Distplot of {}'.format(x))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 展示男、女客户数量的分布\n",
    "\n",
    "这段代码使用matplotlib绘制条状图，展示男、女样本数量的分布。\n",
    "\n",
    "可以看到一张条状图。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f451f2a25c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(1 , figsize = (15 , 5))\n",
    "sns.countplot(y = 'Gender' , data = df)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 观察不同属性之间的关系\n",
    "\n",
    "展示任意两个属性之间的统计关系图。\n",
    "\n",
    "此段代码执行后，会有9张统计图，展示了任意两个属性之间的统计关系。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f451f27f4e0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(1 , figsize = (15 , 7))\n",
    "n = 0 \n",
    "for x in ['Age' , 'Annual Income (k$)' , 'Spending Score (1-100)']:\n",
    "    for y in ['Age' , 'Annual Income (k$)' , 'Spending Score (1-100)']:\n",
    "        n += 1\n",
    "        plt.subplot(3 , 3 , n)\n",
    "        plt.subplots_adjust(hspace = 0.5 , wspace = 0.5)\n",
    "        sns.regplot(x = x , y = y , data = df)\n",
    "        plt.ylabel(y.split()[0]+' '+y.split()[1] if len(y.split()) > 1 else y )\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "此段代码执行后，会有1张统计图，以性别为参照，展示了年龄和收入之间的对应统计关系"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f451f2d5f60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(1 , figsize = (15 , 6))\n",
    "for gender in ['Male' , 'Female']:\n",
    "    plt.scatter(x = 'Age' , y = 'Annual Income (k$)' , data = df[df['Gender'] == gender] ,\n",
    "                s = 200 , alpha = 0.5 , label = gender)\n",
    "plt.xlabel('Age'), plt.ylabel('Annual Income (k$)') \n",
    "plt.title('Age vs Annual Income w.r.t Gender')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "此段代码执行后，会有1张统计图，以性别为参照，展示了收入和消费指数之间的对应统计关系"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f44ff8f0e48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(1 , figsize = (15 , 6))\n",
    "for gender in ['Male' , 'Female']:\n",
    "    plt.scatter(x = 'Annual Income (k$)',y = 'Spending Score (1-100)' ,\n",
    "                data = df[df['Gender'] == gender] ,s = 200 , alpha = 0.5 , label = gender)\n",
    "plt.xlabel('Annual Income (k$)'), plt.ylabel('Spending Score (1-100)') \n",
    "plt.title('Annual Income vs Spending Score w.r.t Gender')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 观察不同性别的客户的数据分布\n",
    "\n",
    "观察不同性别的客户的数据，在年龄、年收入、消费指数上的分布。\n",
    "\n",
    "此段代码执行后，会有六幅boxplot图像。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f44ffbba240>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(1 , figsize = (15 , 7))\n",
    "n = 0 \n",
    "\n",
    "for cols in ['Age' , 'Annual Income (k$)' , 'Spending Score (1-100)']:\n",
    "    n += 1 \n",
    "    plt.subplot(1 , 3 , n)\n",
    "    plt.subplots_adjust(hspace = 0.5 , wspace = 0.5)\n",
    "    sns.violinplot(x = cols , y = 'Gender' , data = df, palette='Blues')\n",
    "    sns.swarmplot(x = cols , y = 'Gender' , data = df)\n",
    "    plt.ylabel('Gender' if n == 1 else '')\n",
    "    plt.title('Boxplots & Swarmplots' if n == 2 else '')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 使用 K-means 对数据进行聚类\n",
    "\n",
    "根据年龄和消费指数进行聚类和区分客户。\n",
    "\n",
    "我们使用1-10个聚类中心进行聚类。（此段代码无输出）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''Age and spending Score'''\n",
    "X1 = df[['Age' , 'Spending Score (1-100)']].iloc[: , :].values\n",
    "inertia = []\n",
    "for n in range(1 , 11):\n",
    "    algorithm = (KMeans(n_clusters = n ,init='k-means++', n_init = 10 ,max_iter=300, \n",
    "                        tol=0.0001,  random_state= 111  , algorithm='elkan') )\n",
    "    algorithm.fit(X1)\n",
    "    inertia.append(algorithm.inertia_)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "观察10次聚类的inertias，并以如下折线图进行统计。\n",
    "\n",
    "inertias是K-Means模型对象的属性，它作为没有真实分类结果标签下的非监督式评估指标。表示样本到最近的聚类中心的距离总和。值越小越好，越小表示样本在类间的分布越集中。\n",
    "\n",
    "可以看到，当聚类中心大于等于4之后，inertias的变化幅度显著缩小了。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f44ffb16fd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(1 , figsize = (15 ,6))\n",
    "plt.plot(np.arange(1 , 11) , inertia , 'o')\n",
    "plt.plot(np.arange(1 , 11) , inertia , '-' , alpha = 0.5)\n",
    "plt.xlabel('Number of Clusters') , plt.ylabel('Inertia')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们使用4个聚类中心再次进行聚类。（此段代码无输出）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "algorithm = (KMeans(n_clusters = 4 ,init='k-means++', n_init = 10 ,max_iter=300, \n",
    "                        tol=0.0001,  random_state= 111  , algorithm='elkan') )\n",
    "algorithm.fit(X1)\n",
    "labels1 = algorithm.labels_\n",
    "centroids1 = algorithm.cluster_centers_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们把4个聚类中心的聚类结果，以下图进行展示。横坐标是年龄，纵坐标是消费指数，4个红点为4个聚类中心，4块不同颜色区域就是4个不同的用户群体。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f44ffb325c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "h = 0.02\n",
    "x_min, x_max = X1[:, 0].min() - 1, X1[:, 0].max() + 1\n",
    "y_min, y_max = X1[:, 1].min() - 1, X1[:, 1].max() + 1\n",
    "xx, yy = np.meshgrid(np.arange(x_min, x_max, h), np.arange(y_min, y_max, h))\n",
    "Z = algorithm.predict(np.c_[xx.ravel(), yy.ravel()]) \n",
    "\n",
    "plt.figure(1 , figsize = (15 , 7) )\n",
    "plt.clf()\n",
    "Z = Z.reshape(xx.shape)\n",
    "plt.imshow(Z , interpolation='nearest', \n",
    "           extent=(xx.min(), xx.max(), yy.min(), yy.max()),\n",
    "           cmap = plt.cm.Pastel2, aspect = 'auto', origin='lower')\n",
    "\n",
    "plt.scatter( x = 'Age' ,y = 'Spending Score (1-100)' , data = df , c = labels1 , \n",
    "            s = 200 )\n",
    "plt.scatter(x = centroids1[: , 0] , y =  centroids1[: , 1] , s = 300 , c = 'red' , alpha = 0.5)\n",
    "plt.ylabel('Spending Score (1-100)') , plt.xlabel('Age')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "根据年收入和消费指数进行聚类和区分客户。\n",
    "\n",
    "我们使用1-10个聚类中心进行聚类。（此段代码无输出）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''Annual Income and spending Score'''\n",
    "X2 = df[['Annual Income (k$)' , 'Spending Score (1-100)']].iloc[: , :].values\n",
    "inertia = []\n",
    "for n in range(1 , 11):\n",
    "    algorithm = (KMeans(n_clusters = n ,init='k-means++', n_init = 10 ,max_iter=300, \n",
    "                        tol=0.0001,  random_state= 111  , algorithm='elkan') )\n",
    "    algorithm.fit(X2)\n",
    "    inertia.append(algorithm.inertia_)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "观察10次聚类的inertias，并以如下折线图进行统计。\n",
    "\n",
    "可以看到，当聚类中心大于等于5之后，inertias的变化幅度显著缩小了。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f44ffba4cc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(1 , figsize = (15 ,6))\n",
    "plt.plot(np.arange(1 , 11) , inertia , 'o')\n",
    "plt.plot(np.arange(1 , 11) , inertia , '-' , alpha = 0.5)\n",
    "plt.xlabel('Number of Clusters') , plt.ylabel('Inertia')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们使用5个聚类中心再次进行聚类。（此段代码无输出）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "algorithm = (KMeans(n_clusters = 5 ,init='k-means++', n_init = 10 ,max_iter=300, \n",
    "                        tol=0.0001,  random_state= 111  , algorithm='elkan') )\n",
    "algorithm.fit(X2)\n",
    "labels2 = algorithm.labels_\n",
    "centroids2 = algorithm.cluster_centers_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们把5个聚类中心的聚类结果，以下图进行展示。横坐标是年收入，纵坐标是消费指数，5个红点为5个聚类中心，5块不同颜色区域就是5个不同的用户群体。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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7P6jmVx/VsLO975iEHaCj38NHjRbuebMyLkbNHba308btr+7mjQMdNB6VsMOh8XhVXf386dMG7nptN05vaN/R4TilOBODNvTEPTvBMK63DQghhBgZSdojxGkJrfHMYX2NwXU1FUIIMX6Z9VpmZoVedTU5PYHsxNCT/eP9btNB3qrpGHY/drfTwx+31rO+vnvE1xypVpuL/163j8Y+55DHBYBPW3v53tuVUd83fubkLIpSQhuBpwFWTs2JTkBCCCHGBSmPjxDVH96NQCCIETkidlo+aWLbE5txWV2gquiTDMy+ej6Tz56GEmYZ5Eipqkr9ezXsfGYbXpsHFDCmmpj/lcUULCka1f2bQojIuXFhMdtae+l2eoI6Ptmg5ZoIlPtanB7W1XbhDvJ7rMfp5c/bG2Peafv3m2tp6gt+RN7Otj42NPawojh6cWs1CqcUZ1Df6yDY7e0JBi3v13XxXm0nBq2WpUXpXDIzX8rlhRBCHCFJe4ToTOH9KsM9T0RX8+ZGPvzpO1gOduOxHXsD3bi+jvQpGSy6dTkzLhrd+cgHXq9i8+82YKnpxuc8tny1cX0daVMyOOV7Z1J8cumoxiWEGLnStARuWFDE/26tp9c9dDPBBJ2Gi2fmszQCe8ef3tFER39wDwoOq7c62NXWy5y82Iwudfn9VHXZQzrH7Q/w/J6WqCbtADefVMpBi4ONjT0M9xxEA9g9/mNmiW9ptvDPva2cVpLJfy0ulQexQgghpDw+UnLm5IV8jtakY9blc6IQjRiJ2ncP8Po3XqJ9R+sJCTuAz+Wjs7KD9//7Tbb/6ZNRi2v337az7oev07m7/YSEHcBj99Cxs4237nqFA29UjVpcQojIubx8El9fOpniVDMDbY1WgMIUE9fNL+bWJZMjcs0dbaFv0+r3+llb2RKR64fj/Y42mm3Br7If1mB10O+J7nQFjaLw85XlnFeWS3bC4B33AQZajA8ADb1O1u5p5r73qmQUnBBCCFlpj5Sld6yg9p0D9LcH/+Q/fUoGU1dNj2JUIlT97Xbe+3Fwo/uc3U62PPoRufPyyV8Q3Y60nZXtbPz1hzg6h++dYG+z8cFP3iZndh4pBbFZBRNCfM4XCGBz+9AoCkkGHdphttZcMD2Pc6bm8EpVG+8e7ML+WZJp1ms5uSiDKyomRXQ0WLgN2vpDbL4aSa2uofexD8bpDWBxeUk0RPf2R6s5NLu+2+Hhqe2N7O204fL70QLNNjf9QfzO3X6V9+q6KdneyJcXFEc1XiHiiaqqOLx+nL4AyQYtRp2MQhRCkvYIScpLpnhFKfv+uSeo/e2GFCMVV8+L2b5oMbBNj6ynryH4VSdHZz9bHv2Ii/73yihGBZseXo8jhAdCtuY+Nv12Pef88oIoRiWEGMqutl7+srOJWosDp8+PAiQZdMzKTubGBcUUpg7esMyg1XBZ+SQuK58U9TjDrb6O5ddXuJ3WFQW0o1hunplg4K6Tpx75748be/jhO3uDPt/jD7Cutovr5hUN+7BHiLHO5vbx152NfNxkweL04g+o6LQK+UkmLpyRxznTcsIeqyjEWCdJewStfPACXFYX9R8cJOAdvAONMdXEnGvnM/+Gk0YxOjEcv9dP8+bGkM/rquzA2ePAnJEQhajA3euic097yOe1bm3G5/ahi+AMZyHE8Dz+APe+s5dtrb0nrKh2O73U9zrZ1GTh3LIcblsyOeZ7lpMNeiD0levMYUq/o2lqYjI6DUE3ezssyaAjw6yPTlBBeG53y7Ad+o9Xb3Xwfl0XZ03JjlJUQsTee7WdPLa5lhab+4TXOvo97Om08dyeZh44p5zcJFMMIhQitmRPewRpdBoufOIKFv3XMrJm5aA1HlvOY0wxkreogNN+vJJTvntmjKIUg+k50I2tKfS9nbaWPurW1UQhokMaP64PazRgb6OVrsrQk30x9m3tlgc1seIPqNzzViUbGnqGLIG2uLz8o7KVRz4+OIrRDey00gxCfWyQYdJz/fzYlWwvy8qmKCX0B6VlmYkxLbVttYe+D98bUFlX2xWFaISID+vru/n1RzUDJuyH+QIq1d393P36HixBTtgQYjyRO7sIUzQKJ3/rdJZ/8zQOvLaPunU1+Nx+DIkGyq+aG/W9zyJ8Hpsbnyu8BkWOruH3mofL0dEf1nkBjx9X3+BfgEKIyHt2VxNbmy0E0zrM7Q/w2oEOzpmWQ3l26DPaI+Wy8kn8a1/7sPPOjzY5PYFJyaGvdvkDKhsaeqjqsuFXVQpTzKycmo0pxERaqygsyE+l1hr8v70pBh03xPBBg6qqeMMc8+oNxNd4WLvHx5sHOmi3uzFoNczJTWZxQXrMq0bE2OP1B/j95lq6nd6gjq+1Orj/g/08eG5FlCMTIr5I0h4likah7IJZlF0wK9ahiCDpE/RojdoBO7MPx5QevVItU/rg+16HotFpMCbFrnxViIlGVVXeq+3CF0Kzb5vbx1+2N/Lzc0Z3fOTRTDot184rZM3m2mFHzQEUJJv41inTQrqG2+fnj5/Us6XZQkOvE2/g0C9JAZ7e0Uh5djJfWzKZ7ERj0O/5tSWTqey0sS+I0W96jcJZU7KYnpUUUtyRpChK2PtxdZr4KIxssDr4wyd1VHfZabV//lDYrNNQlGpmRUkmN8wvln3HImivVLXTFMIDQ4Dqbjs9Dg8ZMdyiI8Roi49vASHiQMa0LJLzU0I+LzE3ieJTIzN6aSCFy4pJzAt9FS65IIXMmTlRiEgIMZDdHX3U94ZedbO/xx71MWTDuXBGHv+5qISshKH3exenmrnvrJkUpwVfmt7n9nL7q7v42+5maiyOIwk7gAo09bl4s6aTb7y6i/3dwTfcNOu1/Oq82VTkJA84Hu+wJL2W86fncneIDxqiIZSHEodpFVg8KS0K0YRmc1MP33x9N+/XdR+TsAM4fQGqu/v506cN3P36btyhNhsQE9ZbNR0E0b/5GJ0OD0/vCL0HkRBjmSTtQnxGZ9KRuyD0Ts0Z08NL9oOVkJVI1qzQk++cufkYEuUptBCjZWdbH44hmpAOxur00maP/VaWy8sn8fsvzOP8shyKU80k6rUYtBpSDDqmZyZyw/wiHr94PjNDKOX3BVS+82YlezqGH6PZ0OvkR+/uo7M/+N9FmknPYxfM5e6TpzE3N4UMkx6jVkOCTkN+kpEVxRn88twKvrOiLOyO85F08cx89CGuQhelmjl/em6UIgpOTY+dB9cfOCFZP14A+KTFyg/eqZT58iIove7gyuKP12wLvT+EEGOZlMcLcZSld66gaUM99rbhbzABjGkmFt68NMpRwUm3LqN9ewsuS3AlZAk5SSy9Y0WUoxJCHM0d5n5ln3qo43w8KEgx84PTZ+D2BWi1uXD6/CQbdBSkmMLar/z6/nb2dvYFfXxDr5M/bKnj3jNmBH2OXqvh4ln5XDwrn85+Nz1OLzqNQm6SkaQoz2MP1ZmTs/jLjkb29wTXq0SrwNLCdPTa2K6xrNlSN2zCfrQdbX3saOtjfn5qFKMS40EgzGc7AXkoJCYYWWkX4ihpxeks++apmDOHL/00JBuZ+x8LKT19StTjKlxazPwbF2NIGb600pSRwJLbTyazLCvqcQkhPpefbAq5CztAgl5DegzHkA3EqNNQmp7ArOxkClPNYTcYe3V/e8hj2So7bWGXV2cnGpmRlcTUjMS4S9gBtBqF/z5zJgUpw/dB0QCLC9L5+pLof8cMxeL0UBPkQ4bDHF4/f93ZFKWIxHhi1IWXipjCPE+IsUo+8UIcp+KqeZzxk3PIKMtEox/gr4gG0qZksOT2kzn526ePWlxL7ziFZXedStqUDJQBNnBqdBrSp2Vy2r1nMe/6RaMWlxDikDNKs8LqqF6QYiZvHM4d7nJ4aOwNff57U6+T9+vG74iz0vQEHlpVQXl2Egn6gbvm5yQaOLcsh1+sqkAb46ZuL1S20NEf+oitWms/vjjrei/iz4zM0JtDmnUaLp6ZH4VohIhf8fcYWog4MP3Ccqatnsm+l3az7/nduO1uVBUMCXqmnFPG3OsWojON/srYgq8sZs6XFrDrr9uoeaMa72c3UoZkIzMuqWDWZbPRDnITKISILrNey6zspJD2WmqAlVOyoxKPL6DS5/LiCQRIMeoHTRCjpcfpCavBXgDCSvbHkuK0BP540Xx2tvfxzM4mLE4PvoCKQathVnYy188ripvO2K1DzM4eissXwOb2kW4e3Z+j3+PD5vZh1GlINenjopeBGNyNC4r5qLGHniBHvsGhvz8nxUFzRiFGkyTtQgxCo9NQfvlcyi+fG+tQjqEz6VjwlcUs+MriWIcihDjOV08qpbLTTkuQiXtZZmLEV4zabC6e3NbAro4+bC4fflXFpNNQmGrm0ln5nF6aNSqJjFZR8Ie5YdUwVDv4cUJRFOblpTIvL773fYe70q9RlFGrEvAFAry2v53Xqjtosbnw+ANoNQrpJj0L8tO4YX78PAQRx8pLNnHSpDTerukkmLqMFKOOK8snhb1lR4ixSpJ2IYQQIkImpZj5/qll/PzD/cMm7tMyEvnFqoqw93QO5OntjaytbKbbceyqVa8b2vs97Gq3MSurhQdWlZNijG61UNYIkqTccbhdYKyamZXEa9XtQSVUR0syaEelr0CH3cU9b1VSY+k/oX9Cj9NLjcXBh/VdfGVhCV+YkRf1eETofnD6DOweH5ubLUP2wEgz6fni7EmsjvE0BSFiQfa0CyHEOLS1W57JxsqCSWn88twKTinOIPe4sYsaoCjFxLnTcvjdBXPCmts9mKe3N/L0jsYTEvajefwBdrT3cffru3H5/BG79kB63V7C7e9sdYa+h1pExwXT8yhMNYd8XkVOStQrOqwuL998fQ9V3Scm7Edr7/ewZkstr+9vj2o8Ijw6jcIvVlVw3bxiyjISMR43LSHVqGNeXgrfWTGNG+YXxyhKIWJL7urEmODodlC5dif21j50Zj2FS4spOWOKlEcJIeJSaVoCD66qwOry8mJlCy02F1pFoSwzkQtn5GHURXZ/eWe/m+crW+j3BpeIV3baeeTjg3xnRVnI13L5/Lyxv4M6qwONojAtI5GVU7NPGEvm8PpRFAgnc+91h74XXkSHUadhdk4yDSH0Gcgw67lxQfSTq198uJ9aqyOoY60uH/+3rYHTS7MwS++XuKNRFG5aVMJXFhazvr6bj5ssuHx+Uo16LpyZx5T0xFiHKERMSdIu4lrHnnY2PvQ+Xfs6sLd8Pjt9x58+IX1KBpPPmsbSO09FI6M/hBBxKM2k5ysLS6J+nT9ta6DLEdrq9I62Xrz+QNAzwLsdHh7ddJC9nTaa+lxHcnGtAk/vbGRubiq3LZ18pCTarNMS7ijlZKPcnsSTO5dP5UBPP9Xdw49+M+s0fGFGHvlhTFIIRa/LS3W3PaRzWvpcPL+nhevmF0UpKjFSGkXhtNIsTiuVsbVCHE0yHRG39r+6l1duep66d2uOSdgBfE4fnXs62LJmIy99+e/4XLIqI4SYmAKqyo62vpDPa+x1Bl0uXGvp5/Z/7+TNmk4aj0rYAfwq1FudvFzVxm2v7KTTfmgvf7pJH9bceoCMUe44LoaWaNDx6/NmU56dxFA9AlNNOi6vmMQti6L/oOrZXU202UPrbK8CH9SP33GCQojxS5J2EZdatzXzwX3vYGsZ+kZU9ak0fFjHa1//5yhFJoQQ8aXf48cWxmg1vwq7O2zDHmd1efnhO/uoD6I8en9PP999ey8un58uhyfsPe0d/eGNGRPRk242sObCeXz7lGnMzU0h06wnQa8h2aClMMXE2VOy+N35c7l18eRR2boWSrn+0fpk64UQYgyS+jMRlzb+8gPsrcPfTB7WtKmB1m3N5C8oiGJUQggRf3yBAIEw69B9QYxke2JrPXVB7hsGqO6ys3Z3C0sL0w+NfQsjNtdQXcUmCK//0Bizdw924fT5UYBko54rKvJZUpAek54uOo2GC2fmc+HMfHocHqwuL3qthuxEA6YI92k4nqqqbGqy8EJlKza3N6TP5NHC/bsihBCxJEm7iDt9zb10V3eGdI7H5mbr7zfyhceviFJUQggRn5IMuhO6LQcrJ3HoMnRfIMD21t6Q3lMF3q/rYtW0bBIMOjyuwbvZD0QBClIm9si3tbueXBFIAAAgAElEQVSb+ee+Vhp7nfiPyzG3tVopSjVz+9IpLJyUFpsAgYwEw6jNPv+kxcqjmw7S2Osc8QOdaD9cEEKIaJDyeBF3tj2xGUfn8M1ujtdV3YUqT9CFEBOMXquhJC0h5POyEwxcVj5pyGO2Nltp7At9RbOx71ByVRRG8l2QYuKMCdyE6omtdfzvp/XUWU9M2AGcvgDV3f385L0qNjR0j36Ao2x9fTf/814V+7v7I1KBUZaZFIGohBBidEnSLuKOoyu8kje/y4e3X2b7CiEmnqtmT8Ic4hSNKekJw86Jb7a5hpx/PZh+j59uh4dV03KGbFw2kJnZyRN2JNfGhu5D5d+e4Uf3dTk8/HbjQXpCnBowlnQ7PPx2Y03IkxEGk2bSceOC0e8cr6oqPQ4PDb0OOvvdUqIvhAiZlMeLuKOEeod35ETQSNmbEGICWlyQTkVOCp+0WIM6PjfRwE2LSoc9LthxcMdTlEPnXjgjj1f3t7O3M7jRXAXJJv7rpOh3Ho9Xf9vdElKjtBabi6d2NHLn8qlRjCp2ntreSGuIHeIHowEWTUqjKDX0qpRwObx+1u5u5oP6bjr63Xj9AXQaDRlmA0sK0/iPeUWkmfSjFo8QYuySlXYRd3Iq8ghnTpAxxYTOJM+hhBATj6Io3H9OOfNyU4b95zMn0cA3lk2lPCd52PedmZVEkiH0h6EZZgOTkk3otRp+uaqC6ZmJw55TkGzih6dPJz/ZHPL1xoM2m4taS+hbwz5tseIPoqHgWOMLqHzaGtxDqOHoFFhamM6PzpgRkfcLRlWXjZtf2sbjW+vZ12Wnx+nF5vFjcXmpsfTz7K5mbn5pO+/XyQg6IcTwJGkXcWfOfywgtSQ95PMKlxdHIRohxq6t3fIQayJJ0Gv57flzuLJiElPSE9Brjk3fsxMMLCtM5/6V5ZwxObg942WZSZSGsV9+SnoCmZ81KUs3G3j0grlcOD2XklTzCeXy+UlGTivJ5FfnzWZuXmrI1xovPqjvptsZWtM+gPZ+N8228MafxbPmPueIR/8ZtRrKMhO5bn4xD55bgU4zOre99VYH976zjzqrc8ixhy02F7/aUMOmxp5RiUsIMXbJHZ2IO3qznvwFk+itswR9TlJ+Mou/fnIUoxJCiPhn0Gq4Y/lU/AGVdbVd7GzvxeMPkJto4uKZeWF1+z57SjZ7O20DNkUbiEmn4fLjGtwlGnTcc9p0vP4Arx9op6rLjj8AhSkmLpqZT7JRbkd6Q+yyf5jHr+LwDr8HfqxxeP14wmw8V5aRyPz8VJYUpLO8aPTH4/1i/X6aba6gju12enh0cy0nFaSj1Yz+GD8hxNgg35IiLp1x3yq6qjrpquwY9lhDsoH5N55EYo50hBVCCACtRmHl1GxWTs0e8XtdXj6Jj5ssbGoa/kGqToHTSjI5pThjwNcP7XPP58LRq1IeM1LD3Nts0CokjMPGfQl6LQadBk8QTfmO94UZuVxRURCFqIZ30NJPnSW0hrqNvU7W1XZF5O+rEGJ8kvJ4EZeMKSYueepqcuflo9EP/jFNyE7kpFuXs+iry0YxOiGEmDi0GoUHzinnlKKMITvUJ+m1rJyaww9PnzHqK5vjwWklmWSYQ0/ccxKNFIzDPgAFKeZhpxsMJNOsZ0VJZhQiCs7T2xvpDaGZIIA3oPJyVWuUIhJCjAey0i7iVmJ2Ile+cB1V/9xD5dqdWOss+Fw+NFoFU7qZvAUFLL1jBanFabEOVQghxjWDVsMvVpXzSYuVv+1qps7qOFKSnWTQMTUjkevmFVKRkxLjSMeuvGQTk9MT6XGG1nxt0aS0cVlWrdMoLMxPpTbEVesp6YnkJZmiFNXwLGH0JQCwhZjoCyEmFknaRVzT6rWUXzmX8ivn4rI6cVqc6Iw6ErIS0YbR0VgIIUR4FEVhcUE6iwvScXj99Dg9aBSFDLMeUwTGbfa6vDyzo4ndHX24/QF0GoXMBAP/Ma+I8uzhO92PB9fMnsT+bnvQY9/yk4xcP2/0546PlhvmF/NRQ0/QY99SjTqumhObsvjDAkO2nhvivPE3AEAIAaiqyo62Pp7d1YTV5cUfUDHoNCzMT+XqOYUkGYJLxyVpF2OGKc2MKW38lQAKIcRYk6DXkqCPzL/H/oDKLzccYEuzhbYBkrOtLVZK0xL48RkzmJQyvr8Dlhdncnl5Ps/vacE2zF7urAQDdy6fGlZzwbEiM8HAHcum8tBHB+hyeIY8Ntmg4/LySSwvGrifwmgxasN7gGUaYiugEGJsqumxc/8H+6nvdeDwHttYc0dbH28c6GBFcSbfWDZl2G1lkrQLIYQQIiYCqsr3365kY2PPoN3p7R4/uzts3PX6bh5aNZuicfDwVtPaibaxHfqdkGjGX5RLIP9QE7KbFpWSatTzz32tNPY6T/i9mHUailLN3L50Cgsnjf/tYaeWZpJg0PLopoM09jpxHtdRXqtAUaqZS2bmc+Xs2K6yA5xflsMnzRY8IS6dL8wb//8vhZhIqrps/OCdvbTaBq8UarG5+cfeVnqcXv77zKE7tErSLuKG1+nF3tpHwBfAnJlIQmbos4GFEEKMHWu21PJx0+AJ+9Ga+lz8aN1e/veSBdEPLBq8PvSbd2PYvAtNezdotahaDYo/AH4/gdxMPEvn4F08mytnF3DJrHxerW7n3douXD4/CpBs1HNFRT5LCkZ/jFksLZqUxv9dsoBNTRZeqGzB5vahAiadlpVTslg9PXfUZrAP5/TJWRRvb+RAT3/Q5+QnGblmbmEUoxJCjCaPP8D/vFc9ZMJ+mDeg8kF9N3/Z0cRXK2YOepwk7SLmOva0s+V3G+isbMdldREIBDAkGEgtSafiqrnMvGQ2miE6FgshhBh7fIEAGxt6CGUUd53FwQd1XZSRG73AokDptJD4x+dRnC5Uswk1OfHIa4efVygOF6ZXP8S4bgv9t1yBPjudi2flc/Gs/NgEHWcURWFZUQbLYlz+PhyNonBZeT5/2FxHn2f43gQGrYYzJmeRbJRbciHGi5er2qi3Bt9E0+MP8G5tJ1+tGPwYyYREzKiqyvv3vc0/vvQsB16rorfeirvXhdfmob/dTsvmRt6553Wev/IvOEPsHiuEOGRrt9wIivj02v52GvucIZ3jCai8uLctShFFh9JpIfGRv4KqopqH7mqumk2gqiT+7q8onZZRilBE2sUz87lqTgGpwyTiZp2GVVOz+fqSyaMUmRBiNLx1oIMQnkcD0NA79PehJO0iZj78n3fY9cw2XNbBP6QBr5/WT5t56Ybn8A7ThEYIIcTYsanRGtIq+2Ed/cF1Eo8LXh+Jf3wejHoItpxdUcCgP3SeV8aAjVVfXlDM90+bzsL8VNJN+mNeSzJomZ2TzG1Lp/C906ZPqK0OQox3voBKRxg5i2uYL8QJvwTTs7+LXX/dhsviQmfSUXrmFKacMx1lHM48jSc9+7vY+4/d+F3B3ZC072jlw5+v46yfnhvlyI7ldXrZ/ex2uvZ2oAZU0krTmXvdQuliL4QQI+RTw8jYAZ8/gKqOjflY+s27j5TEh0RRUBxO9J/swbt8XnSCE1G3oiSTFSWZNPU6eONAJ1aXl2SjjhUlmRNmjKEQE43T6ycQhRmOEzZpr3mzmk8f30zP/i5cls9Xevf+YzfpUzKYfHYZy795qiTvUbLpkQ24ekIri2z+uAG/149WH/357E6Lg/d//BZtO1rprbdw9NjV3c9uJ7s8l1PvPZu0kvSoxyKEEOORPszGYXqt5rOVyfhP3A2bd4WesH9GTTBj+HinJO3jQGFqAv+5qCTWYQghRoFZr0UbhfxxQpbHb/n9Rt757qu0bG48JmEH8Lt8dFV2sHXNRv71lbX4vUPPSRWh83v8dOwKfU+ita6H/a/sjUJEx+pr7uWFq56h6qVKeussJ9wX2pr7OPjWfv553d9o3dYc9XiEEGI8OrU4A30YNzZ5ScYoRBN5mtbOQ13iR/Ie7d1oWjsjFJEQQoho02kUchJD/54yD9N0e0Im7Z8+vgnnMKu8AV+AuvdreOvuV0YpqonD2ePA3ecK+byAN0D7ztYoRPQ5r8PDKzc9T3dV17DH9tZbefPOl7G326IakxBCjEdnT82hODW0rUZGrYYrK2I/izsY2sZ20I6wMkyjQdvUEZmAhBBCjIrzp+egDfGZdEna0KOuJ2TSHnRZdgAaNtTT22CNbkATTMAXQA1zr4ffE93Kh+3/t4XOvcHfIFnrLHz04PtRjEgIIcYnrUbhtNJMDCHc2UzJSGB50RjZltTvRNWO7DZL1WmhX6anCCHEWLK6LJfSYZLwox2eJDGUCZm0h8LZ1c/mR9bHOoy4Z2zrIHXbLjI3bCZ12y6MbYMnvuYMM/oE/aCvDyU1invIVVWl5o3qkLdJtm1rwRdkQz0hhBCf+8+FJawoyQyqTL4kzczPzp41djptJ5pR/OE12ztM8fkhMfgbPyGEELGn02i476xZFKYM39PEpNVw9tRsrppTOPR7Riq48axjT3usQ4hLitdL2rZdpG/dhbGrG1WjBY0GAgGUgB93ViaWRXOxLpiNqv88SdcnGEifmomtuS+k66UUpVJx1dxI/xhHWGt7sNaHXlVhreuh7v0app07IwpRCSHE+KUoCvedOZNHNh3ko4YemvtcJzw3TTPpmJqeyI/OnElWgiEmcYbDX5QL/hFWhwUC+AtzIhOQEEKIUVOansCvz5vNz96vptbqoM997AKfBihIMXPWlCxuDqJRZVwn7X6/n/vvv5/nnnuO9vZ2cnNz+eIXv8g999yDTncodFVVeeCBB/jzn/+M1Wpl0aJFPPTQQ8yaNSticXgd3oi9V7AC/gC9DVY8Njcapw5/RsaodE0Plr67h9I/r0XrchEwmfAnJp5wjM7pIvftD8hav5m6G67Em5lx5LX5N55Ey5ZGfM7gV6izK3Ixhbj/MRTObicee+jzf1W/KlsohBAiTIqicMeyqdy8qJTn9zSztaUXjz+A9rNmPl+eX0RxCGWG8SKQn00gNxPFEXoPlyPvkZtJIH/okkkhRPzz+gM097losKsEejUUpJjQjJWqIRG2ghQzv79wHge67Ty9o5Fuhwe/CkadhuVFGVwyMw+jLrj8Lq6T9t/+9rc88cQTrFmzhvLycvbs2cOtt96KwWDgO9/5DgAPP/wwjz32GI899hhlZWU8+OCDXHrppWzZsoXk5MjMwNSMcE9aKJw9Dj75/UYa1tdia7Hhd/vQ6bQk5CdRsKSYJd84haS82M721Hf3MOWPf0E1GAiYhi77CJhMKKrKlMef4eDN1x5J3EvPnMqkkwpp+LAuqGumFKdxyj1njjT0IWkMGhStBjWMlRG9eeys/gghRDxK0Gu5fn4x18+PdSSR41kyB9NrH4Y19k1xOHGftSQKUQkhRkub3cWftjWws62PbocHj1/FtE9DbrKRpQXpXDuvkBRjeFtGxdgxLTOJn5w1sgXluN7TvnnzZs477zxWr15NSUkJ559/PqtXr2br1q3AoVX2NWvWcOedd3LxxRdTXl7OmjVrsNvtPP/88xGLw5QevdXdozVsqOPvlzzFp49vpmtvJ+5eFz6XD5fdTc/+bnY9s43nLnuK6pcrRyWegSheL6V/XotqMECwTwgVBVWvp/SptShe72d/pPCFP15OwdKiYT+FqcVpnPPQBaRPzhj6wBFKK0knMevEioHhGFOM5C2YFIWIhIiMrd1x/XxWiHHLu2T2oYRdDbFZiqqiJpjxnlQRncCEEFH3SlUbt768g5er2qnvdWL3+vEEAvR5fOzv7ucvO5u45aXt7GrvjXWoYgyI66R92bJlrF+/nurqagD27dvHhx9+yDnnnANAfX097e3tnHXWWUfOMZvNnHzyyWzatCkiMShahekXRa7UfjCt25p561v/prfeMuRxtuY+3v/J2xx8Z3/UYxpI2rZdaF2u4BP2wxQFrcNJ2vY9R/5In2Dg0meuYfGtJ5NdkYPOfGxikVqSRtkXZnLpM1dTuLQ4EuEPyZRmJnNm6GWIGWVZ5FTkRiEiIYQQY5peR/8tV4DHG3ziHgiAx3voPL08cBNiLHq7poM/bKmjo98z5HGNfS5+sq6KAz32UYpMjFVx/W1w5513YrfbWbp0KVqtFp/Px7e+9S1uuukmANrbDzWIy84+NtHKzs6mtTUy87wzC9JYedZcdO0j6wA7nBd/8Bb2luAaszk6+9n8s/dYNmvyqJbuA+S+vxOt3wj94YxsM1H83naMxUc3k1O47IZTUa9fQfXHtTTuasbr9pNRkMr8c8sxJhoPHRbl3/9hq764hKc2N+EKcm+7Vq/lpDNmkTdK8UXDWI5dBK+5PTbPaJsr4/rZsBhlLr+fN9taqO+3owKZBiPnTyog3WAM+b3GzmcrE+25/0HO2rVonE5U8+DVe4rTSSAhgY4rrsbfmQ6doximOMbY+XyJeOMLBPjjjkYsruB6YrXa3dz/Vg33zVkQ5chEvCsrG/y1uE7aX3zxRf72t7/xxBNPMHPmTHbt2sU999xDcXEx119//ZHjjh//oqrqkCNhMqZn0VPdNez1E7ITWfrDM+kqiu5+5ZZPmmhv6AnpnM5GC+u3VjP9wvIoRXUiY1sH6a6eAZvOBUvb34NF7cKdd2I33NRLppF6ybQj/z10zUF0mFeXUra+nMq1O/G7h9nbroHi0yYz+baTaAtiXFE8ymsP0JYrNybjVZ6t4IQ/KyitH7XrN1dqKCiXh0ICel1efv1RDXu7bDT3HduY7SNrO1MyEvna4lKmZSYF9X5j77OVCku+jP6TPRg+3ommvRs0GlSd9tBYt0CAQG4mnmWL8Z5UQZ5eB4yln298GXufLxFPXtrbSpvLEdI5LR4H7nwbU9LDv8cW48AQz3niOmn/0Y9+xG233cbll18OQEVFBY2NjfzmN7/h+uuvJzf3UElyR0cHhYWfz7br6uo6YfX9aJc8dRWv3PwCXfs6CXgHTsxSitJY8f0zR2WM17YnNuOxhda1PODxs+dvO0Y1aTe1th8a6zYSigZTa8eASXu8OPOn56LRaaj6VyWuHueAxxiSjRSfWsp5j1yMMkYTdjF+DZSsH9Zcd2isyGgm72Jia7e7+NYbezhoGfgmttPhodPhod7q4LsrprGkMLr9S2JGr8O7fB7e5fPQtHaibeqAfgckJuAvzJEu8UKME2/VdOAPsSC1z+3j6e2N/PjMmdEJSox5cZ20OxwOtNpjk0StVksgcOjpZ0lJCbm5uaxbt46FCxcC4HK52LhxI/fdd9+g75ucn8JV/7yB6pcr2f3sDnobLQQ8ATQ6DeYMM6VnTmXRV5dhTA2922s4XNaBE8PhuENM9EdK53AemsM+AqpWi84Z3s87WhRF4YyfrGLeDYvY9PAG2ne2HhoFp4LerCdrVg6Lbl1G/oLBEyMhYmGoZP14h5N3kAReRI/bF+CetyoHTdiP1mZ38+D6A/z6vNljcsRbKAL52ZKkCzFO2TyhTyECsAZZTi8mprhO2s877zx++9vfUlJSwsyZM9m5cyePPfYYV199NXAoubr11lv51a9+RVlZGdOmTeOhhx4iMTGRK664Ysj31ug0zLx0NjMvnY3P5cXd50Zn1mNIMqAoCmpA5cDrVex8+lNcVieqP4DWqCd/YQGLbzuZhMzI3VCogXD2h4d/Xrh8CeZDDXJGQPH78Q2xny+epE/J5LyHLyLgD+CxuQn4VYwpRrT6EVYbCBFhoSTrA5HV99io7rLz5+0NtNrd+PwB9FoNBckmvryweNyUSP5zXysHuvuDPr7V7ubxrfX8z9nRbwArhBDRoIY6LeIzo3xbL8aYuE7aH3zwQX72s59x991309XVRW5uLjfccMORGe0Ad9xxB06nk29/+9tYrVYWLVrEiy++GNKMdp1Jj870+YzE1q1NvPuDN7DU9uB3+Y45tn17Cwde20fpmVM562fnRaQ0Wp8Q3p55fcLoznV05eeiBMJ7eniEGsCVH7+l8QPRaDWY0sbGgwYxsYw0WT+eJO+jw+L0cO+7+zjQbT9hRWZfl51PWqxMz0rif86aRbIxrr+mh/VOTWfIO7P3ddnp9/hINIztn10IMTGZw1zcSdBLjyExuLj+RkxOTuaBBx7ggQceGPQYRVH43ve+x/e+972IXLNpYz1v3PUy9lbboMfYW21Urt2Jy+Lk/DWXDtn0LhizrphDw4ZaAp4Qbm0UmHz2tOGPiyB3Xg7urEx0TtfwBw/2HlmZcb2fXYixINLJ+vEkeY8eq8vLHa/uomaIcvFet48tzVa+8epOfnfBXJLGaPLaZnfRbAt9O1SLzcW62i6+MCMvClEJIUR0nTQpjd0dg+cRAzHrNFwyKz9KEYnxQB7pHMXr9PLO918fMmE/LOANUPvuAT64721atzbRvqsVV294e7WnrZ6BLsSbMq1Rx9zrF4V1vZGwLJqDxhVe0q5xOrGcNC/CEQkxceTZCqKesB+tua7kmL3vYuR+/O6+IRP2o1V39/OTdVVRjih6el0+nN7wtlS1BTl2Uwgh4s01cwvJTwptjGVxmpklBelRikiMB2Pz8X2U7PjTJ1hrgx+95nf72fHnrex86tNDTewyE8ickc2iry6lcFnwN7rObgeEXGav0ttgJWvG6DaysS6YQ9b6LSiqCqFUGKgq/gQz1vkV0QtOiHFqNBP1gcjKe2TUWx3s77aHdE5Vl42Ofjc5iaHPMY81vVZBq1EgjF1VJp2sKQghxqYkg45zpubw3O5mXP7hH1ymm3RcO7doxJW7YnyTb8WjHHitCkJsAqH6VQK+AD6XD1tzH3Xv1vDyTS/wzvdeC7oRxZZHN+DpC21Vwe/ys+V3G0ILNgJUvZ66G65E8Xoh2EYbgQCK10vd9Vei6kd3H74QY9XhVfVYJ+xHO7zyLqvv4fnTtgZ63b7hDzxKt9PLk9saohRRdOUlmUg3hf5vfoJey7y8lChEJIQQo+OWk0o4f3rusPvUM8x6blxYzNlTZJqEGJok7Z/xuXz0d4S2AjIYj83N3ud3se7eN4M6vudA8Kv7R+tr6g3rvJHyZmZw8OZrURUFzTDj2zROJ6pWw8Gbr8WbOU5n7woRYfGUqA9GkvfQtdrC21rUFObWq1hL0Gspywy9C35xqpnZOZK0CyHGLkVRuPuUaXx3RRnz81JJMx1b3JydYGB5UTo/O3sWl5fH/3e+iD0pj/+M1+EhEEQJS7D8Hj/7X97L3OsWDlvC7veG15E93PMiwZuZwYHbv0La9j2kf7IDY1c3KBpUrRbF7wc1gDs7E8upS7HOr5AV9hAFfAGq/rWH+vdrCXj96BP0zPriXAoWS/nUeDUWEvWBSOl88HxhzvPZ2dbLpc9uIs2k554VZczIDn46SqwtLkjjvbrukM4x6TRj6t+5fo+PFytbqenpJ4BKqlHPVbMLKEwdfuqI1x/g1ep2trX14g+oJOi1XDIrn1lj6P+xEGJwK6fmsHJqDvVWBx83WWhp8lNSrOOM0iwywpweJSYmSdo/Y0iK/Pxtl9XJlkc3sPp3lwx5nNYQ3nV1MR4FpOr1WBbPx7J4Psa2DkytHeicTnxmM678HOkSH4aAP8CGB96j/v2DWA72EDjqwcyB16pIn5rJ7C/NZ/bV82MYpYiksZqsH0+S9+HpteEVt/lU6Oj30NHv4aaXtpNk1HHPqdM4vTT+yyk/rA+9kszm9hFQVTRxnrj3ub38akMNe7tsNPcdW0WxrraL0vQEbl5Uwry81BPO9foDPPLxQba2WmnqdeI/6nnOe3VdlKYlcGXFJFZOle9RIcaDkrQEStISaNZoKCiP3CKhmDiCzvq6u7v5+OOPqa6upru7G0VRyMzMZPr06SxdupTMzMxoxhl1WoOW5IJUbM19EX3fjl3t+L3+IR8I5C8qoHF9XcjvnTE9fm7Y3HmSpI+U3+vn5f9cS8OGOlTfiStyHruH9h2tWGp7sNR0c+oPzo5BlCJSxkuyfjxJ3gc3LSORne0j+44JAH1uHz98Zx9fX+zm6rmFkQkuCvrcXg5a+kM+r7HPxaYmC8uL4ndLVZfDw92v7+ZAz8A/n8XlxdLay4/f3cfXl0zmnGmffz+6fH7ufn03O9r6BmyjY/f42d1ho7G3hqY+F19eUByln0IIIcRYMWTS7na7Wbt2Lc888wybNm0atLGaoigsWbKEa6+9li9+8YsYjWOvyy1A+ZVzaNvWTCDMETUD8djcuCxOEnOSBj1m4U1L2PePPfQ1WIN+34ScRJZ+45RIhCjixJvffJn6D2sP3ZUPwdPnZvffdpA8KYX5Ny4eneBExIzXZP14h5L3xliHEVeun1/Eh/XddDo8I36vgAq/31JLRU4ycwZYyY0Hnf0ebCE23gPw+ANUd9vjNmn3BQJ89809gybsR+t0ePj9lloKU81HSt5/9M5etrcN//Cm1+3jud3N5CUZOa8sd8RxCyGEGLsGrdV78sknWbBgAd/85jdJSUnhpz/9Ka+99hp79+6lra2N1tZW9u7dy6uvvsp9991HcnIyd999NwsWLODJJ58czZ8hYmZeOpuMsqyIvqeqqqjD7GM0ppgoOrkERRt8KWD+wkKSJ0mjnvGir6mXpo0Nwybsh3n63Oz5+85hP1sifsRbJ/jRIh3nP5edaGRObuT+3far8JP342uO+75OGz94u5Ib//Ep97y5B5cvvIfg/jj+t+216vaQRvd19Hv4308PVZ5Ud9lDqrbodft4fk9L0NNohBAiEvpcXh7bXMvNL23nuhe2cv0LW/naKzt4sbIFTwR7gIngDbrS/stf/pJbb72V6667jrS0tAGPycvLIy8vj+XLl3PbbbdhtVp5+umneeihh7jxxhujFnS0aPVaLvjDZbz05eewHgyvo/vx9Al6TGnDN6M562fnYW+10bC+FtU/9JfzpMWFnPfwhRGJT8SHzY+sx9EZWhmp5WA3B16vouz8mVGKSkTCREzUByOl8/DD02fQ4/QMWh9kdVEAACAASURBVBodqk67mz6XhxRTbBsa9bq8/PCdvezvtmPzjKxJqlY5tP8zXr26v4NhvqZPUNPTj8Xp4akdDSH/fup7nexo72N+nFZUCCHGD1VVeWxzLetqu2iznziOend7H2v3tPCVhcWcIz03RtWgK+07duzg9ttvHzRhH0haWhq3334727dvj0hwsZBWks5lf72GohWlmLNCH1VzvMzpWehMw7cO0Og0XPR/V1Jx9XxSS9IHPCalMJUZl1Rw6V+uQRfG7FsRvzr2tId8jt/tZ98/dkchGhEJE3VlPRgTeeXdqNPwm9VzOHdaDvlJI99K5lPhmZ1NEYgsfH1uL3e8uotPW3tHnLADFKaYOa0kPvvk9Lq8tIQxuq+j38O/q9uptYQ+vs/h9fPS3taQzxNCiFD9Yv1+XqhsHTBhh0MVXg29Th7eWMO/q9pGObqJbdBsUj+CEV0jOTceJOencNkz19DbYGXLox9ha+kj4A/Qs78rpNVQQ5KBhV9dFvTxGp2Gs39+Hp5+D9uf3ELLlib8Hj8JAQ0pi/JY9NWlmIIYITMSqqpiPdiDvcOOVqcltSTtmP34XqeX7qpOPP1ujCkmsmbkhN39PpLcfS56DnTjdXoxp5nJnJmNJsxOzaEI+AN07e3A1etCb9aTUZaFMTn0G3GfK/R9nwD+MPaLiuiSRD14E3Xl3aDVcO8ZM7B7fPx1ZxP7Ou009TlpDnOOe2PvwOdZnB6a+lx4/H7SzQYmpyVEZZTafeuq2B/E/u5gzc1LCbvTfrT1uX24fOE9mGi3u3CHea4zzPOEECJYr1a38XZNZ1Dl7xaXj8c/reekgnRyI/AAWgwv6O7x/f397N27l9bWVlwuFyaTifz8fGbNmkVi4shXpONRanEaKx88/8h/9zZY+ed1f8NaZxn+ZAUKlhVTsKQo5OsaEg0sue3zJnN57QHacqN7A+Nzedn+5CcceL0Ka60Fd58LRaOQkJVIRlkWU1dNp2VrE+07Wg89xPD40Zl0pBSlMmlxEUvvWEFS3ujPlW3b0cInj22ks7IDe2sfAV8AfYKe1OI0ilaUsvjrJ2POiHyZpaPbwZZHN9C4oZ7eRis+hxeNXkNSfgrZ5bksuf1kcmbnBf1+Gl14/3+VOL2xnYgkWQ/fRE3ekww6bjmpFICXq1p54MMDYb7PsQ9OP2m28OyuZg5a+ul2ePCrkKjXUphq4pTiTK6eXUCiITIjQ9vsLqpC2N89nNI0M1/97HcSjwxaDdowH3wk6HVoNeGdq4vz8XdCiLHv5ap2nCH0Iens9/Cn7Q18d0VZFKMShw37rV1dXc19993HW2+9hdfrPaYZiqIo6PV6Vq5cyb333svMmeN7b21qcRrnPnwRb9z5L6y1gyfuGp2GolNKOf/3l0ZlVSPS+jvs/8/efQfGUZ75A//ObNGupFXvXZZky5JsWe7duGNsUwwGAwkEQiAJuQu5JGByP+BISLgEyIUchBAgJLRg2mHAgAvuFXdblq3e62ql7X1mfn8IGcvS7s6sdlWfz1+gnfJKXsv7nfd9nwef3Ps+OkrbcOUmS4ETYGk3w9JuHrAlndvuRlelDl2VOjTsr8WS/1qJCSuH7i/ukef249ybp2C/armhy+pC5yUtOi9pUftVNVb9zzoklwQuULWcaMTOX2zr9x7gXTyMDXoYG/Ro/roBJffMwmyRFf79fbAQ5WErBRk6FNYDZ7yGdwCYnhQFlumpCi/VNVk9S8kFQcAfDlbiq5pOWFx9Z2YtLg7lnRaUd1qwr64TT68oQGrE4Fdu/eN0I7psrkFfBwBCZCw2L8pDtHp49+d7ExuqQJRKAYPEVU4qOYuS5EicaTOgySh9RUVurOcONIQQMljVXRbU6a2SzzvXZoCL40fs6qixxOtP+MyZM1i+fDmOHDmCu+++G3/961+xdetWbN++HVu3bsVf//pX3HXXXTh69ChWrlw5qveyi5U0LQU3b7kTk2+ZgqgJMX0qvis1IUicloL5m6/BDf+4FfKQwMxkBJPD5MDW772HjvN9A7tUxiYD9vy/7Wg61hC4wXlx/C+Hcebvx/sF9qvpa7vw5b9/gq5qXUDuq6vQYvtDn3p9aAMA9i4bTr5yDKf+dkzUdQs3FUveZhCerMHMB+dLOocEDu1ZD57xuOc9NVKNSD9qlYQqZJif2dP15I+Hq/FFZUe/wH616i4rHtlRhm7b4FvPNRul79H2xMHx+NORGth8jH84yVkWRX50AMiIVGNOWjSWZsd5/+A1gBSNChsLUyTfkxBCxDrS2AWjH1sudVanx/3vJLC8psrHH38c6enp2LZtG6KjB57Ru/XWW/Hoo49i7dq1eOKJJ7B169agDHQkCU/UYNVz6+C2u1G7uwrGRj3kKgUSi5ORNE3cP6ymFiNOvnwUlg4zAAaalAjMeGCO137uwXDo93uh9aMI2kDMbSYc/O1ubPrkewG5nid2gw3n3z4Dp1ncB05jgx57H9+BDW/fPuh77318J4yNBlHHOo0OnH3zJApvn+Zzn/vEdZNx4sUj0JVrRY8lviARYfFjc2vKSEUhfWhdGdzHw+z7fSXpeOZwjaRzln4zy16vt+KrWi1cIqfqa/VW3L/1DPLiwiFjGOTEhGFjYYrkZfPuALdmu9Rpxqsn6/FvcycE9LqBdE9JBo42dkEncoWBjAEWZMSCYRjcNDkFWy+1ocEg/mFHYYImYNsZCCFkIBanfzWSXLxANTeGiNd/BU6dOoUnn3zSY2DvFRMTg3vvvRdPPvlkQAc30slVcsnttjovdWD/b76CrkILa0ffwj2Vn11EbH48lv5mFSIzgr/smXNxaA7wzHh3jQ4tJ5qQMjMtoNe90smXj8HUJC4499KVa2FsNiAi1f+WOd11XdBVig/VAGBsMOD0a19j7kOLvB7HylgsfWo1vvz3rTC3mnxeN3ZSPFY+t1bSWIj/KKwPv/GwdP7GglRsLW9HhU5cUbfEMCU2L+rZkvSP0w0wSCxo2WJ2oOWbGZLdtZ3YVtGOgngNfrkwF+EiQ6LCzz3a3pxo0YPjBb/3fwdbskaF26ak4o0zjTD7qJbPAJiREoV7SjIA9HQP+MmcbPz+QKWo0D8pLhy/XJAbiGETQohH/m5LCpGx0NBDxSHhdZWWUqmE0WgUdSGTyQSlcuTuQxsJmo7U49P7PkDjwbp+gR3omamu31uDj7+7Be3ng9/epfrLcuhrA9OPvpfT5MTpV78O6DWv1nCgVvI5Vq0FJ/5yZFD3PfnSUdg6pe/3qd8rbuYsdXY6Vv/PekRNiPH4N1MWIkdicTJuemsT1NEjt4/xWEFL4Eeesb50/rUbpqEgPhze4ioDIFWjwrsbZ4FlWXC8gEudgy8G12KyY1eNFj/Zdk700nl/lor7Uq+34mhTYP9tCrQ7p6bjnpIMJIZ5XkWlUcqwMDMWv19V2OcBxIKMWPxyQR7SIlQe/5zVchbFiRH407VFNMtOCAm6ZRPiER8qPcclhocgiarHDwmv/xKsWLECL7zwAubPn485c+Z4PO7YsWN44YUXsHLlyoAPcKwwtRqx6+HPRS2t1td1Y/tPP8HGD78b1GDWcaEdvEt8lUix7B7aDwWKw+jf3pmerQj+k9Lu70oOCUWH0uZl4s4v7sW5t06j8rOLsGot4DkerEKGyIwoFN89AxNW5IEZoTNQYwUF9ZFvrM68syyLV24oQZnWhKf2lqPFZAf3TQFYlmEQH6rEL+bnYG7Gt33MzU6330sbB1Kps+CRnWV4aV2xz9nu26ekYUdVB1oDuKfRxQuo0lmwIGNk9mrvtWlKGlbnJuCts0040aKHyeGGAAEhMhlyYkLx3eJ05McP3FVlUVYsZqRG4f3SZhyo16Hb7gIvCFCwLNIj1bitKAWzUqNHRTFbQsjoFxeqxIToMGit0mqdLMiIod9TQ8RraP/tb3+Lc+fOYc2aNSgqKsKMGTOQmJiIkJAQOBwOtLe34+TJkygtLUVeXh6eeuqpoRr3qHPk2f0wNOhFH99d3YXj/3sYix9fEbQxXdkJILAXDs5lB22kjusqcpUC0++bjen3zQbP8eAcbsjVCvqlOAQorI8+YzW8F8Rr8M7GmQAAq9MNjgc0qm//ya7usuCfZxpQr7fB5uLQbQ9MBfdeFZ1m7KvrxLIJ8V6P04TIMSs1Gtsq2sAF8HdsgLfKB020Wnl5/72b58HxAkLk4oqKhipkuLskA3eXZIDjBTg5Hio5S7/rCSHD4u6SNFR2mUV3BMmIVGPTlOBthyV9eQ3t8fHx2Lt3L1577TV8/PHHePfdd2G3fztrGBISgilTpuDXv/41vv/970OtHnz7mLHIbXej7XSz5PMaD9eB5wI/E94rJje2Zxl2gG+hDA/uNgllmH/XV0UP7v0ZEqny6zyFn+MFeva6s34sVyLSUFgf/cZqeAeA0CuWR1tdHB776iLKtCa/Kv2K5eIFfHyx1WdoB4CfL8hFh8WB483dAQnuMgbIjBp9nyfkLAu5n12PZCwDNSutgwghhARScVIUvleSjtdPNfp8EJyiUeHxayaJrn9CBs/nT1qlUuHBBx/Egw8+CEEQ0N3dDZvNBrVajehoWrolRtPRep8twgair+uGtqwdKQmJQRgVMGl9IU7+5Si6awK3d1CulmPKd0oCdr2BpMxMk1zxXh2jxoz7PW/xEGP6D2ajdncVHHppy//T5mYM6r4keCisjz1jueK83c3hZ1+cR2mH72KVgdBktMPh5hHiI4nKWQZ/WFWI549W4+umbjQZ7YNa2JQeqcbirJG9NJ4QQsaimwtSEaNS4q1zTajXW2Fz953Zi1LJkR0Vhl8uzEVmFNVWGkqSHo8wDIOYmJhgjWXMMrWaIPix1s9tc/cUPksIwqDQU/0+qSQloKE9OicWmUuC26pn1k/mo2p7BSxt4j+4RufFISYvblD3jS9IRExuHFpPNIk+R5MSgZk/mjeo+5LAo7A+Poy12fffH6gcssAOAC6Oh8npRojc92ofGcvgP+bnwu7m8FFZC063GuHieRjsTlR1WSUtdy9OioSc9XPKmhBCyKAsnRCPa7LjcLLFgP+72AKriwPLMIhRK/Dd4nRkUFgfFqJCu8vlwsGDB3H27Fm0trbCbrdDpVIhOTkZxcXFWLhwIRQKRbDHOmr5u5ybYZlBLa0WY+GvlqH9bCu6qnSDvpY6LhSzHpwX9NUXYQnhmLg2H+feOgXO4bs3pCYlAgs3XxOQe89/ZAm+/LdPRD0wkKvlmHj9ZKhj6JfbSEFhfXwaC+Hd7HQPaWAHAJZlECKTFp5VchnumJqOO6b2/D8vCPjZF6U40SKupkt2VCh+ODNL4kgJIYQEEsMwmJkahZmpUcM9FPINn6F9y5YtePzxx6HVai8XLlMoFHC5evY6MAyDuLg4PPnkk7j99tuDO9pRKrkkBeq4MNg6pVUfD0sK79l3Htj6Qn2ExoVh7cs3Y9uPPkJXRaff1wlLCMecny1E3nWTAzg6zxY9thwumwvlW8vgsniudKlJjcA1T65C8vTAFMpIm52Ba55cif2/3gVTs+d2iMpwJfI3FGHB5qUBuS8ZHArrBBjd4X1LaTNaTMHtzHG1KJUC4crB7bNmGQb/vbIAj+y4gNOtBq8lVCZEh+LpFQWIUNEkACGEEHIlr6H9gw8+wA9/+EMsXLgQzzzzDGbOnInk5GQwDANBENDa2orjx4/jlVdewYMPPgiFQoFbbrllqMY+akSkRyE2Lw5NEkN7fH5Czyxte/CK0QE9Beluee9OHP3jATQfbUB3bdflVnBKTQhicmMRV5QIY4MeuktaWNq/bZ0WkRaJ+IIEzPrpQiQWJQV1nFdiGAbLn16DzMXZOPvGKegqtN/2UGeAyIwoJBanYN7PFyMqKzqg9869dhJiJ8bj6B/3o/1cKwz1384ghcaFImZiPKbdMxM5qyYG9L5EGgrqxJPRGN4rAtCHXaqZKVEBWTmlVsjwxzVTsOV8E/bUdaJeb4PV1bNKSsEyyIhUY0ZKFO6dnglNCBU1IoQQQq7G6PV6jzvNFixYgLS0NGzZssXnhW677TY0NTXh0KFDAR1gMBwwVg/5PSs/v4QdP/8Mbqu4aXNlRAjWv3oL0uZkIKmdR1vi0Ozv4908Gg/VwdCgh0wpQ3xhIhKuCOOWdjMaD9fBbrBDHRuKzMXZUEUOf5VfQ4MeLSca4TA5EJ6oQebibCiGoOq60+JE/f4aWDrMUGlUSJmVhoj00bOUaCjfW0OFwvoIYm0EQtOHexQ+jYbw/vMvS3G0SXpB0xiVAt+bnoGTLXocqNOJbhaSFBaC124qQVSAZ70FQcBFrRnV3Ra4OB5pET2B3Vc/+Ks1l7FILQjuA+2RoKbbgnfPN8PkcINhgKRwFb4zNQ0x1FUkqAL5/uJ4AfvqOrGnthMunoecZTE9ORLrJiVBKXH7CRn9xsvvLuKfUNckj695faRdXV2NBx54QNRN1q5di4cffljayMaRvOvyUbenGuUfXwDn9L4PW65WoHDjVKTNGfqq46yc9VpILiwxHPk3FQ3hiMSJzIhCZMbQh2VlmBJ5a/KH/L6kPwrrxF+joeK8vx/uY0KVuLkgBTfkJ+M/vizFSRF7y6NUctwzPSPggR3oWSVVkKBBQYIm4NceS0636PHKqXrUdVthuKq13+4aLXJjw/DwglwkhPvXipQEnyAIeONsI3bXdKJBb4XzimqM++s68cGFFsxOjcZP5k6AXOJDK0LI+OP1U0BcXBwuXrwo6kJlZWWIixtcde6xbsUfrkPh7dMQGh/m8ZiwRA2m3TMTix5bPoQjI2T0SjKlUmAnAdNcl9knxI8US7Ji/fpgn/HNSig5y+CZVYVYlBkDjZd96ikaFR6cnY11k4ZuuxPpa1d1B57cW46zbcZ+gR0AtFYnjjR246dflKKu2zoMIyS+CIKA3+6vwBunG1HVZekT2AGAE4B6gw0flrXgl9tL4eZp5pUQ4p1s8+bN/+Xpxe7ubrz44ouQyWQoKCiAStX/ia5er8eLL76IP//5z7j//vuxaNGiYI43IBoc0pcYBgLDMMhemoO8tflwW53gXDwUagVCIlTQpEYib+0krP6f65GzemKffYThFgHmcHoKSwJvNL+3kkypCHdGDPcwiDcuI6CIHO5R+MWkj4JJH4WIKMNwDwUAkBUdhr21nei2i69MGhEix6OL8i4vpZazDFbkJGB2ajRMDjd4QYBKIUOEUo60CDWuz0/C/1syEYUJI//vlUnLICJ+MN3gR6YqnRm/3V8BrdVzgdVeBocbp1sNuDYvEQpaZh1Qg31/vXqyHp+Ut8PBeQ/jAoBWkx3NRjuuyaaJr/FgrP7uIoGh4D3/HvC6PP6RRx5Bc3MznnrqKTz99NPIzs5GYmIiQkJC4HA40N7ejtraWnAch9tuu42Wx4sUkRqJ5f99HQCA53gwDAOGlkYRIgrNqpOhNFKK1slZBssnxKPlTCPsPoJAr8nxGuTGhvf7+sS4cPxmeU+nDzcvQMYg6K06iTivnqxHh5eOKFer1Vvxfmkz7i4Z+u104wUvCNhf14mPLrZBZ3XAxQlQylmkaHrqC0xJjOjz98fJ8dhT2wmnyL+nPIDTrQZoLQ7Eh4UE6bsghIx2XkO7XC7HX/7yF9x///34+OOPce7cObS1tcFms0GtViMtLQ3r1q3DDTfcgGnTpg3VmMcUlp6OEyIKhXUynEZCeL97WjpaTHZ8Va31GdwLEzR4arnvFpy0l3bkMDpcqOyS1mUGAPbX63DXtHR68BIEtd1WPLnnEuqv2pPe+9qZVgPyYsPwuxUFiPymBsSn5W1oMtok3UdrdeKNM434+YLcgI2dEDK2iOqtMm3aNArlhJBhQWGdjCTDGd4ZhsGji/KQolHhqxotGgw2uK8KEikaFYoSNHhkUR5U8sH1WCdDa09NJ9rMDsnntZrsaDU7kKKhonSBVK+34pEdF9Bssns8xuLicKbNiJ9+fh7/u3YqNCFyHG7oAufH6ufyYWjrSAgZPaghKiFkRKKwTkay4ao4zzAMvleSge8Up+Or6g7srdPByfGQswzyYsOwaUoawpX0T/toJGYf+0Dsbh5Gh4tCewAJgoBf7y33GtivVNllwW/3leO/VxWKXhZ/NV/73wkh41vA/mU/fPgwDhw4gEceeSRQlySEjEMU1sloMxyz73KWweq8RKzOSxyye5LgClX4tzJCzjJQyWhVRSCVGrpRr5dWmf9Spxk6q9PvLSe0VYUQ4k3ANlQfPnwYv//97wN1OULIOEOt28hoN1LbxZHRYWZKlNd2fJ7EqBVI1lABs0D6rKUZNre0mW+t1Yk3zzb6veIhRq3w6zxCyPhAVdAIIcOKwjoZayi8E39MjAtHVlSo5PMmx2sQQvULAkrv8m+rQoPeirtLMhD3TZtFsdRyFpuK0vy6JyFkfPC6PH7OnDmiL9TV1TXowRBxzG0mnPjLEZhajBB4AUpNCErunYXE4uThHhoholBIJ+PBSKg4T0aX1XmJKNdZRO+LjlErcA+1ews4TvCvj7ZbEJAQFoK82DB0SqhRkBkViukpkX7dkxAyPngN7ZWVlUhMTEROTo7PC9ntduh0uoANjPRnbDbgq81fQFeuhaW9b5XRut1ViM6Nxex/W4DsZdQyhIxMFNbJeEThnYh1Y34SzrQasLdOC1+rs8OVMmwqSkWGH7PzxDsF699CVOU3bXwfWzIJ/7btHKq7fe+LT9Wo8NiSSdSyjxDildfQnpubi4SEBHz22Wc+L/Tss8/id7/7XcAGRvrSVXbis/s/hL5m4BUNDqMDbada8NUjX2DeLxaj8LbiIR4hIZ5RWCdk+CrOk9GDYRg8sXQS1AdZHGroQpfNNeBxyeEhuLUwFbdOod+twZAZGoZqs0nSOTIGmJ8eAwCIVCnwpzVT8KtdF1HVZR5wf7yCZZAZpcYTS/ORFU0PXggh3nkN7dOnT8e2bdsgCAI9ARxGTpsTXzz4scfAfiVLhxlHntuPmIlxSC6hf8zHu+H+u0thnZCB0ew78YRlGGxeNBFtZjv+cboBF7UmWF0cGDDQhMgxJzUat09NgyaEWvsFyy3pmThj0nl8aDKQtAg11k1Kuvz/MaFKvLR+Kk626PFuaTOajXa4OB4KGYvYUCVuzE/G0uw4yKhqPCFEBK+/8VevXo2mpia0tLQgNdX7h+/58+fj4YcfDujgSI/DW05CV6EVfbyl3Yyvnz+EG/5xaxBHRUYiQRBQt6caZ14/AVOTAW4nB5lShvAkDabcWYLcNZPAyoJff5LCOiHiUHgnniSFq7B50UQAw/8AdryJC1GhOCkSe2s7IWZ3u1LGYElW3OXl8b0YhsHM1GjMTI0GQH+OhBD/MXq93r9qG6PYAWP1cA9BNEEQ8NF1/0BTWZuk88KTNbj9s3sQGhcWpJGRkcbUasS2Bz6CrkILt83d73VWKUNMbizWvHAjYnJiAQBJ7TzaEgMX4imskz6sjUBo+nCPYlSh8C5OcxmL1AJpLbkIEau5jEX8JDd+8WUpTrca4O2dppSxWJodS/vSiSj0u4t4E+qa5PE1avk2wplbTehuNfp1XvmnZUEYERmJLFoLPv7uu2g/2zpgYAcA3smhs6wDn9zzHvT13QG9P7VtIyQwqF0cISODUsbij2uKsD4/CemR6n4fmBUsg5zoUHy3OI0COyEk6PzeEGWxWPDCCy9g06ZNyMykDxjBYjfY4bKL31N1pasrzJOxa/tDn6CrUlz3BkO9Htt/+glu+/juQd+XgjohwUHL5gkZfnKWxcML8+Bwc/i/i604126EixN6lsNnxmJ5TgLtSSeEDIlBhfbf//73mDt3LoX2IJKr5GDlfrYe0YQEeDRkJOqu60LnpQ5J53RV6dBysglJaSl+3ZPCOiFDgyrOEzL8QuQybJqShk1ThnskhJDxalDL4wVh3G2HH3IRqZHQxErflx4SEYLMRdlBGBEZaY7/72HYOn33gr2S0+TAyb8elXRO7xJ4CuyEDA9aOk8IIYSMT7SnfYSTKWXI8KMPa0xeHBKnJgdhRGSkMbVIr3kAAFatRdRxFNQJGVkovBNCCCHji9/L42UyGdLT06FWqwM5HjKA5d9fgEtf14reoy5XyTHppsIgj4qMFLyL8+88t/fqpRTUCRnZaN/76Ge0u/D2uSbU6q1w8wJCZCyWT4in/t2EEEL68Du0x8bG4ty5c4EcC/EgOiUSs34yH0f/eAD2bpvXY1mFDBNWT8TU70wfotGR4SZX+ffXWBYy8HkU1gkZXSi8jz4WpxtPH6jARa0ZbWZHn9eONnXhjTMNuDYvEXdMTRumERJCCBlJ/A7tZGgV3zUDMqUMJ/5yFIaGbmCAcgJhieHIXp6LZb+9llqPjCPpC7PRcLBuwPeEN0nT+haho7BOyOhG4X10MDpceOjzUpTrBl495+QEVHdb8frperSa7fj5/NwhHiEhhJCRJmChfcuWLXjrrbfw6aefBuqS5CpFm6Zh0vUFOPP6CdTsqoTDYIfAC1CEKpFUkoLZ/7YA4Uma4R4mGWLFd8/AhXfPQF8rvvd6eIoGsx6cB7gorBMy1lB4H7kEQcCjOy96DOxXsrp4fFnZjvQINW4tot/ThBAyngUstDc2NuLQoUOBuhzxQBGqxKwH52PWg/OHeyhkhFCoFZiwIg9n3zgJzuF7fzsjY5CxIAvZijzA1TgEIySEDAdqFzfynG0zokJEYO9ldfH4orIdGwtTaAUdIYSMY15Du1arFX0hi0VcJWpCSOAt/M9lMLebUb293GtwZ+Us8uZPxh3/ed8Qjo4QMtxo9n1keOdcE6wSi4fW62040tiN+RkxQRoVIYSQkc5raJ84caLoJ7uCINBTYEKGCcMwuPbP1+PYnw6i6sty6Gu6wDm//WDIKljEZSRg0qJCXPuzG8DKqNsjIeMRhffh1WTyXkx2IA6Ox5dV7RTaCSFkHPMa2pVKJXJzc7F+/XqfzLyrbgAAIABJREFUFzp8+DAOHjwYsIGR8Ud7oR3t51vBOThEpEciY2E2ZErZcA9r1GAYBnN/tgiz/30BLnxUigsfXYDL7oZaHoqpy6diwa2LIFPQz5MQQuF9OAiCAKePVpueODn/ziOEEDI2eA3thYWF4DgOmzdv9nmhZ599lkI7kUzgBZz950mUf3IB3VU6OIw9rW9YOYuo7GikzErHvJ8vRmhc2DCPdHRoqTfg8I46dLSYYUxMvPx1bUsnyv61B8sXFiFvQtIwjpAQMpJQeB86DMNA7mfvdTlLq6MIIWQ88xrap0+fjjfeeAMOhwMhISE+LyYIEntOkXHN7XBj2wMfoeFgLXhX31kE3s2jq1KHrkodmo81YM0LNyG+IGGYRjo6nDjQhCM76mAxOfu9ZjDaYDDa0Nikw6K5+bh2WfEwjJAQMlJReB8asaFKNBrtks5hAUxNjAjOgAghhIwKXkP7HXfcgbi4OJhMJp+h/bbbbsPcuXMDOjgydgmCgC8e/Bh1e6t99hfvru7C5w/+Hza8czs0yfTBZSDNB504+mUDLJb+gf1KFpsT+45cglqtxJJ5k4dodISQ0YIqzgfXdRMTUdphhJRV8mmRatyQnxy8QRFCCBnxfM60T58+XdSF0tPTkZ6eHpBBkbGv6UgDGg/X+wzsvfQ1XTjw1G5c9+KNwR3YKJNkSgXPC3jj4DaYLeJmb2x2Jw4dq8CCWRMl93w0mKzYua8Uui4TeF6AXC7D9CmZKJmSBYZhcKmyBYdPVMLpcoNhGESEq7FySRHiY+lhy2jhdLpx4NglVNd1gON4yGQsMtJicc38AqhCFMM9PDKEaPY98FbnJuBf55pRq7eKOp4BMC05EiFyWh5PCCHjWcD6tBMixam/HYPLx6zw1TrOt8JpcUIZpgzSqEaPJFPq5f8uvdQIbadB0vnaLiOOnKjEoqniagWYLXa889FhNLd1wWDsW/34UlULPtlxChAAq90J11XtjMoqmpCUEIXbrp+D+LhISeMkQ4fneXy07QTKq1ug1Zn6vFZW0Yzjp2uQk5WAW6+fC7mcChqOJxTeA0fOsvjV4jw8tvsS2swOn8cXJ0XgP+blDMHICCGEjGQeH93q9Xq/LzqYc8nY57K50FXZKfk8Q70eZe+fC8KIRo8kU2qfwA4AR09WwSWxIrEgAGfLGkQdazTZ8OLfd6CsorlfYAcAjuN79sybbP0COwCYLQ5U1bbj5Td3o6m1S9I4ydDgOB6vvL0Hh09U9AvsvXTdZnx9ugZ/feMruN3S+kyTsaG5LrPP8nnin4KECDy1fDJyosOg9FCYLkolx+LMGPzx2iIoqEUnIYSMex7/JZgyZQqefPJJ1NeLf7JeV1eHxx57DFOnTg3I4ACgra0NP/zhD5GTk4PExETMmTOnT5V6QRDw9NNPIz8/H0lJSVi7di0uXrwYsPuTwLPprHBZpc2y9+qu0gV4NKPDQGG9l8Pp8uuaDqfb5zE8L+C1d/aitUPaTP5AOrvMeOuDg3A4/BuvGBzHw+l0D1gUk+d5mMw2OEV83+PNB599jUuVLeB53/tVqmrb8faHh4I2FkEQ4HS6g/JggOcFOBwu8Dy1zxoMCu+DNzleg9dvKsFj10zCjORITIgORWakGnkxYVidm4CX1hXj6ZWFCKFVLYQQQuBlefxLL72E3/3ud3j++ecxY8YMLFmyBCUlJcjMzERUVBQEQYBer0d9fT3OnDmDPXv24PTp08jPz8dLL70UkMHp9XqsXr0ac+fOxXvvvYfY2FjU19cjPj7+8jHPP/88XnzxRbz44ovIy8vDH/7wB9x00004fvw4NBpNQMZBAovxs+UNAGAw545CnoJ6IIj5SV4ob0JLe3fA7tnWYcC+o5ewasmUgF3TbLFj1/5SVNS0wWpzAAKgUMiQnBCFZQsLUN+kw879pbDaHBCEnu9bJmORlhKDuzYuRHRUeMDGMhrZ7E5UVLdCSvOPmvoOGExWRGpCAzaOxmYddu4/j9Z2PVwuDgwDqNVK5GUnYeWSKQgPU/l1XZ7ncbasAYe+rkCX3gyOE8CyDCI1oSiZkoX5M/OgUFAw8gcVrRscGctg2YR4LJsQ7/tgQggh45rH0L5u3TqsXbsWO3bswNtvv40XX3wRdrsdDNP3o74gCFCpVFi+fDkefvhhrFq1qt8x/vrzn/+MpKQkvPzyy5e/lpWV1efeL730Eh566CHccMMNAHoeNuTl5eGDDz7APffcE5BxkMBSx4RCqQmBrav/UmtvGBmD+IJE3weOAVLCulrtux3jQMQUFTtw7NKAS94H4/zFBqxcXBSQ3xN7D5dh3+FL6DZY+r2m1Zlw7mJjv68LAHg3h9oGLX7zx48xe3oONt04b9BjGa32HCqDrtss6RyDyYYde89j4/o5g76/283hn+8dQFVtO2z2vitwug1WtLTpcfZCAxbNzcfyRYWSrt2tN+Pv/9qH1nY93Bx/1WsW1Ddpcfh4BW67YS4mZFJLycGgfe+EEEJI8HgtRMcwDFavXo3Vq1fD5XLh9OnTqKioQFdXz77UmJgYTJo0CdOmTYNCEfiqwtu2bcPy5ctxzz334MCBA0hKSsJdd92FH/zgB2AYBvX19Whvb8eyZcsun6NWqzF//nwcO3aMQvsIJVfJEV+QCEO9tNoHUVnRyL9R2of20cafmfXFc/JRWd0qarl7L5mMxawS78WNBEGQHObE6NZbYTTZEBkxuFna3YcuYOfe0n5BTwpeEHD0ZBUAjNvgXteg9eu8lrbBr8DgeR6vvr0Hl6pavR6nN1qxc/95CAKPFYvFrdIwmW14+Y3daNN63tohCEC71oA33z+AezYtQUZanKTxk/4ovBNCCCGBJ7p6vEKhwOzZszF79uxgjqePuro6vPbaa/jxj3+Mhx56COfPn8cjjzwCALj//vvR3t4OAH2Wy/f+f2ur9w+BZHjNfHA+Gg/Xw2EQ16YMAJKnp0GuGpsNDwazDD5vQiIS4iLQ2CK+yFt8rAbTp2QBjmaPx3AcD44L/N5ft5uDze5C5CC6wHXrLdh76OKgAvuVjp2qxsolUxAbPT6WyvM8j4uVLWjXGtDZNXDhOV8Csed8x97zqKhpE3Ws3e7CviOXUDIlC7HRvrc+vf3hIa+B/UrdBiu2bD2Kn/9oLdgAb8HhOB5lFc3o6DRCJmOQlhyDnKzEgK1IG6kovBNCCCGBM6ITEM/zKCkpwRNPPAEAKC4uRk1NDV599VXcf//9l48baMm+tw9ESe2jrwjRaByzN0kJCahakofTn18AJ6LyeVJePG55YCnUY+zn8K3+y7jFYgCsX5KOtz8zw2DyHWLDQxVYPS8Vst7Abh343jJBAIvAFwOTsQJCuA7AavT7Gtt3lcNokra9whtBEPDmlq/w0F3TA3bNkchmd+PzA7WoqtejQ2cFJ6LwnCcyxu3xvdOHh2MEQUBpWY2o4ne9TGY7tu88ijvW5Xs9rttgR0urtKKVHZ0GlJ0/g6K8wMy2W6wubNtfg5oGAzq6reitfadUsEiICUVhXixWzs+EfIxXBm8uC973F8xrE0LvLxIs9N4inuTleX5tRIf2xMRETJo0qc/XJk6ciKampsuvA0BHRwfS0tIuH9PZ2dlv9v1KbYmj6y9LUjs/6sYsxvzn18KiEFD1ZYXnnu0MEF+YiOtevQWG5FAMvob5yBDoAnMTC9JxM6Lw8Rcn0KXvv7+7V2REKNYsm4qSGd/8VrA2AqHpAx7LAIiILEOXwb/l055oNGGISMgB/AwrHMejtuV0QMcEAM3tFo8/i7GgW2/GK+/sQUt7YFpyRkdH+/55eXl/XapsQbvEuhYAUNdqhVuZ4rVX/I6dR2H09DvFA5ebx4EzOhQVl0ge09XatQa8/q99A870O108mtrNaGo3o7LRivu/swwqlXLQ9xwtAjXz3lzGIrVgrD7EJcON3l8kWOi9Rbzy0mBpRCfBuXPnoqqqqs/XqqqqkJ7e8yEwMzMTiYmJ2LNnz+XX7XY7jhw5gjlzBl8giQQXwzJY9cf1uO6lm5C5ZALCkzRg5SzAAiGRKiQWJ2P+L5dg4wffhSZ5EGupRxBvrdsGa2pBBv79vtWYOyMXifGRlytiy+Us4mM1mDktGz+5dyXmzvDyGO8qM6ZmIdCrePOykyAbxOyiyWKHxSp+W4VY7m/axY1FdrsTr7y9N2CBPVStxMpBdgCorm3zq8ihxeqA0ew97Hfr/avFYLEM/n1lttg9Bvar1dRr8erbe4OyDWWkonZxhBBCiHQjeqb9xz/+MVatWoVnn30WGzZswLlz5/C3v/0Njz32GICeZfE/+tGP8NxzzyEvLw+5ubl49tlnERYWhltuuWWYR0/EyloyAVlLJsDaaYGhvhuci0doXBiic2LGxL7PYLZtu1pUZBg23TgPbjeH1g497A4XQpQKJCVEQqmQ/td93ow8HDxWgXaRe4N9iY4MG3TYc7s5SUuqxRNgszuhVI6MX4tanRE7952HwWgDz/NQKOQomZKF6VOyJD/02L73XEAKx/VKToxCSlL0oK7h8LMrAc/zPsO+v8v+BzqP43icOFODs2UNcLncYFkWUVFhWH3NFMQM0C7ws52nRe+lB4DaRi1Ona/DrGkT/BrzaEXt4gghhBDxRsanUw+mT5+Ot99+G7/+9a/xzDPPIC0tDb/61a9w3333XT7mpz/9KWw2G375y19Cr9djxowZ+Oijj6hH+ygUGheG0Liw4R5GwAxlWL+aXC5DekpsQK5z241z8eZ7B9BtsA7qWppwFdatKkGERj2o64SqQ3pWEQRuSzuAnoeAmnD/eoEHUpfejH99dBitHXqYLY4+r5VXt+KrA6WYMz0XSxcUiLoezwsorxJX7E2MpIRIfO+2xYO+TnSkf90DFHI5wkK9tzlU+tl3/ep+7bv2l+LEmRpou4zguL6Bvqy8CcmJUbjz5gWX+9W73Rxq6zsk3ZPjeBw9WTnuQvuVqGgdIYQQ4t2IDu0ALrec84RhGDz66KN49NFHh3BUhHg2nGE9GCZkJODu25bgva1HoNUZ4RqgcKBSIYMADDgDyrIM4mM1WLuiBFMLMgY9nlC1EnExGhiMgU3tapUSLDu8O4Y6Og145a090OoGrujOcTzaOgzYvucsTCYbrr92hs9rVte1o0M3+JUSqhAFUpKi8b3bFkMTPrgHLwAwuyQH+49egl7iw6C4WA3Cw7w/XCkuzMSlqlbJy84zU78tQvfBZ1/j+Olqj60UTWY7TOY2/OX1XXjgrmWIiQpH6aUmaP2oxt/RaYTBZL0c/scrCu+EEELIwCSFdo7j8OGHH2L//v3QarV47LHHUFRUBL1ejz179mDevHlISkoK1lgJGdHGWli/UlZ6HH7x43UovdiAg8crYbbYe5Zsy2VIS4nF6mumQKGQY9f+UlTXt8PldINhGKjVSswsnoDZJTmD2sfei+N42B0uzCyegLrGzoDuBV6+sNDjazwvwO5wgWUZhCjlQdm24XZz+Me7+z0G9ivZHW4cOVmFpMQozC7J8XqsVmeEW0SHhoHERIVBrVYiOjIMKxYVISvDc4FPqcLDVEhJipYU2lmWETUjPWNqNnYfvIC2DvEPKyIjQi9v3Th4rBzHz3gO7Fdq1xrw93/tw388sAbtnQa/tm7Y7S4YTbZxH9p7UXgnhBBC+hId2g0GAzZs2IBTp04hPDwcFosFP/7xjwEAGo0G//mf/4lNmzbh8ccfD9pgCRmJxnJYvxLLMphamImphZ6LSN0gYuZXKo7jcfJcLY6erEK33gKO58EwgIxlwAWoI51apcA1Cyb3+3pDUyd2HShFS1t3zyoCpmfGOSs9HtcuLUZ0VOC2c3x9ulrSXmib3YnDxyt8hnZ/H5YwDHDnzQuQk5Xo1/lirFlWjJa2btHBPTUpxuf3C/R8z7OmTcCOvedFBW+WZTApJwkRGjUEQcCxU9VwOMQXJWxr1+PMhQa/e7wzLAN2DNTvCDQK74QQQkgP0aH9ySefxKVLl/D++++jpKQEubm5l1+TyWRYv349du7cSaGdjBvjJawPp84uE15/dx/aOgxBq7CtVMjxyE/W91kaz3E83nz/AMqrW2Gz9+2/YYAN7VojyiqaMbskB+tWlgRk5v3EWWk9y4GeWd76pk5kpnnuLZ6cEIWQELmkEAr0zITHRPcvtBZI6SmxWLeiBO9uPeJzNYAmLAT3feca0Q8hli8qgsFow7HTVV6/d5mMQX5uKm67YR4AoKq2HR2d0rYTuDkeh49XYPmiQijk7IBbSLwJVSsRFTl26nkEGoV3Qggh453oKZht27bh/vvvx4oVKwb8gJqTk4PGxsaADo6QkSiYbdvItwxGK/725m40t3b7DOwDZebwMBWiIkP7FRfrJWMZxMdG4Ilf3NQnMPG8gL//ax/OljX0C+xXMpnt2H/0Ej7ZfkrcN+SFy8WhS2+RfJ7N7sLXp6u9HpOeGovEuEjJ106Mj0R0kIMkx/H4+nS1qOX7TheHIycqJV1/w9pZWL9yOjJSYxFyVVcAuYxFcmIUli4owPfv+PZhwNcil8VfravbjLzsZMT78bNOTojyWVyPULs4Qggh45fomXa9Xo/s7GyPrwuCAKfTGZBBETISjZWgzvMCyqtb0diiA2fXIyHJjakFGR7D7XB556PD6Og0ijpWEIDwcBUmZidBEASEhYXgmvkFiIvp6SJxvqwBn+48DafTDYZlkJEai9tumIdQtRIA0NSiQ3l1GxwOF9q1elyqaoEgYtLb5eJw7FQVSooykeFlttsXu8Pp90oCu8PzgwWgp1jn1IIMNLboRH1PQE+gnTczb8DXet4/LWhs1oHjBSTERvj9/tm+5xwqa8VVtnc43Th0rALTp2QjIS5C9D0WzpmEBbMnoqq2HV+fqYbLxUEmY1E4MQ3TijL6FR90+9mKzs3x4DgOk/OSJbXXUyrlWDyv/9YM4llPcG9Ec10mzb4TQggZF0SH9oyMDJSVlXl8/dChQ32WzBMyVoyVsO52c/hy9zlcrGpGu9YIt7snnDBMHeL3RCAzIw7rV04fdEu2QOjSm9HSLq2vuN3uxNSCDEwr6j8TN6UgA1OuqlwvCAIOfV2OE2dq0aY1wGb376Gj1ebErgOluPf2a/w6H+gJbjI/K9cr5b7D8tIFBbhU1YKq2nZR15yUm4KSoqw+X3O7OXyx+ywuVbWgo9N4uVMAw8Cv948gCLhQ0ST6QQIAmCx27Nh3Dt+5eaH4k9Dz4CJvQhLyJogolOrnTgen0w2FQoZrl05DVW0H6ps6RYwLKJyUhvzcZP9uSmjpPCGEkHFB9KfEjRs34o033sChQ4cuf613mfzLL7+Mzz77DHfccUfgR0jIMBlLy+BtdidefH0ndh0oRXNr9+XADvTMUnfojDh+ugYvvLYDza1dwzjSHjv3nYfJbJd0jtvds69YDJ4X8Ob7B/HxlydR26j1O7D3am7t9jnj7Y1SIferjZpSIRfVRk8mY7Fh7SwoFb6f06pCFNi4fnafomo2uxMvvL4TXx24gObW7j6t/fq8f/6+Q/Qs88XKFnRoxa2kuFJDo67P+zfQ5CIeggyE43mwLAuFQoYH7lqG7Ix4r4XplAo5phVl4js3LwhKN4LxhpbOE0IIGctEh/af/exnWLhwIa6//nqsWbMGDMNg8+bNyM/Px+bNm3HdddfhgQceCOZYCRkSYymsAwDP83j17T2obdD6PLZDZ8Q/txyA3ih9f3UgdfuxvxsALDaHqOPe//QYzpbVD9hX3h9mix1d3Wa/z2cYBlMK0iWfFx0Vhvy8FJ/HWW1OvPn+QThdvvdq2x0u/P1f+y7/bDiu5/1TJ+b902nEP7bsh9Fk83lsdV07XH6Eb4vNAYOI6/vL320Kcpns8rmh6hD85N5VuGXdbGRnxCM8TAW5jIVcLkNkRCjyc5PxvU2LcdfGRQFphUi+ReGdEELIWCR6ebxCocB7772H999/Hx9//DEYhoHb7UZxcTE2bNiAW2+9lWYLyKg1lkL61U6dr0Ndo++lur06dEZs23kad0pcgszzPE6fr8OJs7Vwunr6tIeHqbBsQYHk/d4c719wcrt8n9dtsODCpSZwnPR+2p5wPD/o2d+M1FjJ5/A8L+r37vY9Z9Harhd93cYWHQ4eK8fShQXS3z+dRny28xTu2LDA63H+PjCxWB34x7v7oFaHICs9DksXFECtUvp1rYEIfvRZBwClQgY3x10O4TIZi/mzJmL+rIno1ltgNNvAMgyio8IQHqYK2HjJwGjZPCGEkLFEVGjneR7Nzc0IDw/Hxo0bsXHjxmCPi5AhMZbDeq+jJ6skzx7WNergdLlFLacGgIPHynHoeAU6Oo397lVe1YLE+EhsXD8XqcnRoq4ntT1ZL5vD9zL37XvOwWgO7ExtiFKBsLDBVf8+eKxc8jlOlxsms83r0nqe51FRI67YWy9BAM5cqMfShQU4erJS+vunoRMuFweFl2M04f4H18aWni0cFdWtOHm2FnkTkrBx/ZyAzFqr1f49AFAoZB7/vkRHhSE6ilq6DQcK74QQQsYCUZ9wOI5DSUkJ3n777WCPh5AhMdaWwHtiMtv82jfc2WXE2QviPuR+ufssPt91Bq3t+gHDnc3uQl1jJ157R9wSfQCSipP1Pc/3iQ3NOv8u7kVcjAax0Rq/z+c4Hq0d4mfCexmMNhw46j3sV9W2QyuyCv+VtJ1G1NS3Q6szST+3y4izZQ1ej/G231sKXbcZx05V4ZW3dvu9tP1Ki+fm+9V+LTE+klabjWC9y+Zp6TwhhJDRSFRoVygUSEpKog8kZNQbL2G9l8lsh90pvUCaIADaTt9h7fzFRuw/eglWEYXcuvQW/Oujw7CLOFat8jZH61moiFlShx8/D1+KC30Xg/PGZnfC6UdvcKCn0r43nV0muP0Is1a7E20dBr8K7AkCoNV5f1AgZt+7lPuVV7fig8++HvS1khKikBQvrde6KkSOZQsLB31vMjQovBNCCBltRK8lvOuuu/DOO+/AbpdW0ZmQkWC8hfVeLMvA32dtrIilxvuOXITVJr7yeofOiD2HPLeO7MX4OQsrk/mu/M3429PLg9TkaCycM2lQ12BZxu893r5+Vv4uGWeYnn7t/v60ZD7GdXV/9MESBKCipnVQVfx7rVxShAgJy/cz0+IxITNh0PclQ4vCOyGEkNFCdCG67OxsCIKAWbNm4fbbb0dWVhbU6v77KG+66aaADpCQwRiPQf1KURGhCFWHSN4jrpCzSE+J8XqMVmdEW4dB8pgulDfj2mXFXlfu+FuoS8wMvb97lgeSnBCF799xjei9/56oQpR+L+0O9VGELSUxGqoQheQwGx6mQkZ6PEJDQ+CQuApAIWeRlhILwPP3lJEaC5mMDciS9l66LjP2Hb6I1UunDuo6+XmpWL20GNv3nIXRR+vBCZnxuPf2JbQSbRSjfe+EEEJGOtGfNO+///7L//3MM88MeAzDMBTayYgw3sN6L5VKiZTEKMkt1OLjIjE5z/vP8PT5Opgt0lfe6I1WGEw2REWEejxmxaIiXKxoljSLz7IMZkzN9nnc5LwUNA5yX3tsTDgyUmNxy7o5fu1/vpqb4+DvlLavMJ6eGovE+EjUN4mvAA8ASQmRSIqPRLIf75+EuEjk56YA9iaPx0wtyED83nN+PfjxRmzdBF8WzJ6I2Jhw7NpfirYOPcyWb9sJsiyDhNgI5GQn4qY1M/3u7U5GFgrvhBBCRirRof3TTz8N5jgICQgK6/0tW1iI6roOSTOt+bnJAxYKEwQB1XXtqKxpQ2m550DmjdvNwW53ARGej0lOjEJifKSkABYRroKu24ytX55EXEw4ZkzNhmqAWeilCwpw8mwtdBL6qsdGhyMrIx4MgJSkaCyYNREhIf7tux+Iw+GCXCbza4m8mP3q0woz0dDcKbrAn0Le064MAJZ/8/5xSHj/hKqV+GTHSYQwNkzKVyI7I6HfTLRMxiIvOyngod3NDa713pXyc1OQn5uCjk4jDh4rh9lqh0zGIjczETOnTaAe62MUhXdCCCEjjejQvnChtJ7NhAwlCuue5WQlYsrkdJw6XyuqN3lWehzWLJvW52s8L+Crg6U4d6ER7Z0Gv4umAT37pENCfP/q2bh+Dl59ew+6RMzyMgwDo9mBrw5cuPy13QfLkJYSg/UrSxAX++0TArVKiWsWTMYXu86KKqAXH6vBj763AjFR4T6P9ZdSKQfnZ9iUiwiOi+fl42Jls6jWbwwDTM5LxbTCnuCSk5WIqZPTcfJcLXgRPcxlMhaVte2orG0HAOw73oSE+EiUFGXimvkFfcL7ulUlqG/qDGhFfzE/D6kS4iKwYe2sgF+XjGxX7nenAE8IIWQ4yTZv3vxfUk+6cOECTp48iaqqKjidTiQkjK4CPA2O7uEegiThFgHmcNovOZAkUyrCnV6mbAkAoCg/HbpuM3TdZo97iGUyBtkZ8fjBd5ZDdcUsMsfxeO2dvTh2qgp6o3XQe5DjYjVYtqDA5x5gTbgamWlxqK7vgNXm8Hos0L/dm83uRLvWgAvlzUhNju4TujPT4sDKGLS0dXt9AJGUEIl7Ny1BfFxw32MylsXOfaWiQvHVcrMSfW5lYFkGxYWZaGjWwWCyeryPUiFH4aRU3H3b4j6F4ory06DTe3//9Lr6z8HN8TAYbaiqbUdTaxemFWZc/rOXy2SYWpCBmvoOGM02v1v9XWlqQQYm5aYM/kJkZHMZAYW0Kv+DYdJHwaSPQkRUYFeGkJHJpGUQER+AX0iEXIXeW8QbBR/n8TVJoX3btm245ZZb8Pzzz+Ojjz7Chx9+iNdffx3vvPMOMjIyMHHixECMN+gotI9+FNalYRgGUydnYEJGPMxWO9wcD4EXIGOB0NAQpCfHYPXSYtxw7UyEKPvOgr/x/gGUXmoEH6B6YTOLs32GzF5RkWGYWTwBDBg4nC64OR4MAKVCBpZlwIkIuTa7E9V1HSjIS0FquwIGAAAgAElEQVRY6LcF7rIzElCUnw6bwwmXiwPPC2BYBmqVEknxkVg4exI23TgPUZFh/n6rotkdLuw9UiZqJcTVEuMjMGWy75ZzMhmLGVOzkRgfCYvNDrebh4CemWlNuApZ6XG4cc1MrFwypV9l9973T3Z6HMxWxxXvHxZKpQwC3z+sX00QBHR2mdDZbcbUgm/Hq1TIMWvaBERFhMJm77k2BIBhIfkhRmioEnffunjQhQHJKDDEob0XhffxgYIVCRZ6bxFvvIV20Z9sdu3ahbvuugspKSl47LHHMGnSJAiCgIqKCrz++uu4++67sWXLFixfvjwggybkarQEfvByshKRk5UIm90JvcECztqKiLhsRGj6d4IAgJa2blRUtwZkBhQAYqLDsXxRkaRzQtVKLFtUAF7gUV3XDpebg8PJoVvCnnRdtxl/enU7EmIjwLIMIsLVWLmkCClJMfjOzQvhdLnRrbfA6XIjVB2CmKiwIa0GznE8ZCwLQPoSeSnBlmUZTCvKxLSiTJgt9su90iMjQkUV1MvNTkJudhKsNicMRgs4XsD7nxwTXeSO5wVcqmyBVmdE/BVbFmQyFvNm5mHezDwYTFaYzHa4XRxe+PsOST3meU6A2kc1fUICgfa9E0IIGUqiQ/sf/vAHTJo0Cdu3b4dGo7n89bVr1+K+++7D6tWr8cwzz1BoJwFHYT3w1CplT7ixmoHQgQM7AOzcd15SBXdvIjVq3LRmpqR2bhzHY8snR1FV0yZqb7s3FosDtZZvC9uVV7ciKSEKd9w0H3GxGiTGD/2sXS+1Sgm327+lDP4WxAsPU/ndWi9UrUSoWonWdj20OqOkc80WO3bsPY87b14w4OuRmlBEakLx+VdnJAV2AHC73Si91NhnJp+QYKLwTgghZCiIrthTWlqKO++8s09g76XRaHDnnXfi3LlzAR0cGd+STKkU2IdZc9vgt5Io5CySE6Nwx4YFmDI5XfR5HMfjb2/txvHT1YMO7AOx2pyoqe/AX9/4Cm0d+oBfXzr/ljMMZ3vwvYfL/Hqo09jS5fOYShFF867m5gQcO1Ut+TxCBqu5LrNP4TpCCCEkkETPtCsUClitVo+vWywWKBSBa4FExi8K6iOD283B5fKvSrxapUB8bATUaiXmz8zDlMkZYFkGgiDAYnXA4XRBFaL0uiT7g8++DujSfE86u0z453sH8IsfrR22Fl42uxNyuQwuP2bb7XbxrdgCzebnKgyn0wVBELxuQXD42aHA6fT887BYHbA7nAhRKhAWGjKkWyDI+EAV5wkhhASD6NA+b948vPLKK9iwYQNycnL6vFZTU4NXX30V8+fPD/gAyfhBYX1kYVnG72nc/LwU3H3r4sv/b7U5sefgBVysbOmpXs7xkMlliI4MQ3FhBhbOngTlFQXwHA4XKmqCH9h7dXQacOJsDeZMzx2aG16FZVm/v1eWZSHvaIOytQWszQJeHQZncgrcCUmBHeQA/A29DMP4PJf1M08zV53odLlx6OsKnCmtR7fBAs7NgZWxiNCokZ+bguWLChGq9r2fnxCpaOk8IYSQQBEd2p944gmsXr0a8+bNw5o1a5CXlwcAqKiowPbt26FSqfDEE08EbaBk7KKwPjKxLItQtRLdfixNv3J/eFlFEz7adhydXf0LxxlNNjQ0d+Lr09X47i2LkJocDQDYd/QSdAMcHyzcN8uqhyu0q0IUklvpyXgOBV31WHX0ApKqQgCWhSCTgeE4gOfhik2AuWQmrFOmQwjSKqi42P7bpcQIVfsuFqf2M0hfuU+/tV2Pf753AO1afb+HIiazHc2t3ThTWo8b18yUtHWDECkovBNCCBks0WtBJ0+ejD179uDaa6/FV199heeeew7PPfccdu/efflr+fn5wRwrGWNoz/rIl5ctfbY2NjocS+ZNBgBU1LRiy8dHBwzsvQQBaOsw4O//2gttZ08bpdr6Dv8GPAh6gwV8oPraSeTmOEmLGiLtJtx16SssaC0Da7OBDwsHrw6FoAwBrw4FHxYOmd2KqN3bkfS3P0HWJa66u1RLFxQgUhMq+TwxLf9ml+T0rPaQQKVSYMU33Qk6dSa89s5etHX0D+xX0nWb8f6nx3CpqkXSvQiRiva9E0II8ZekDZw5OTl444030NDQgPLycpSXl6OhoQH//Oc/kZs7PDNUZPShsD56rFhchKhIaaEsLSUGapUSPC/g/z4/AcM3bcV80XWb8e7WowAguWp4ILjcHJwD7KO2O1zYf+QSPvzsa/zf58dx4myN5FlxXxwOFxQie4tH2k3YVHUAjCDAKVOC8/KgQVCrwQgCkv75clCCe3iYCoIg/Wdhttjx/qfHsHPf+ctt5642rTBD8vJ7QRCQktSzWuPdrUfQ2WUSdZ7RZMPWL04M20MbMr5QeCeEECKV6OXxV2JZFgkJCYEeCxnjKKiPPuFhKiyel48de8+LKniWlBCFjevnAADOlTVIbgfW1mFAa7se8mEoCOd0uvvsq9d1m/HJ9pNoaumC7oqe8CzLYNe+UkzISsD1q2dA5WfLtSuFKBWQy2U+j5PxHDbUHIGLkV2uN9DT390LhoGgUCDh3X+g7Qc/DehSeavNAdbX/Qdw+ETl5f8++HUFkhOjsGZpMTLT4y5/vbS8CYLEEM2AQVuHHizLorVdWkeADp0Jp0vrMWNqtqTzCPEXLZsnhIxnYTrfn3vGGyHC82uiQ/ujjz6K7du349SpUwO+PmPGDFx33XX4zW9+I3mAZGyjsD66LVtQCJ4XsO/wRZjM9gGPYRggJSka991xzeU9xYdPVEruPW6xOrDrQCky0uJwsXJolysLgnA5gDY06fDGBwfQqes/U8vzAtq0BrRpDWho1uGHdy33u995L6VSjqiIUBiMnjt0AEBBVz1COCecsp494TIZi+SEKN83YBiwVitCz5+GZfrsQY31SnsOXYTex5h9MRitMBitaG3XY/2qEswsngAAOHKiErzE4nx2hwu79peCZRlYrA5J53Icj6Mnqyi0kyFHFecJGT0GHzQFCqvEL6JD+44dO7BhwwaPr990003YunUrhfYxJrnD//LdgjotgCMhw2nFoiIUF2Rgx97zqG/shNlqB8fzUCrkiI0Ox4yp2Zg3M6/PbLHVJi009TKZbdi4bjZOnKnpM8PtC8MASoUcTpfbr0rsMpkMbjcHs8WONz0E9qs1tXThb2/uwb/ft0rUTLk30woz0dDc6XXsRbqGy4EdAMLDQhATHS7q+oJajfDTxwMa2ju+qUEQCAajFZ/uOIWoyFDkZiXBavWvnZzJbAf8rDzv73uWkECh2XcSDBQSCRn9RIf25uZmZGRkeHw9IyMDzc3NARlUsA0miA4HAaNvzADA2JoAUHgfK+JjI3DnzQvgdnPQG61wuTiEhYYgQqMe8HjBzx5mAi9ApVIiJytBUmjPSo/HHRvm46Ntx/2apVcqZXBzPLbtOg2tiMDeq6lVh6Mnq7BwziTJ97zSgjkTceRUJTq0A28piLUZEOMwwibvmdVnZQySE6MkFbBT6Dog72gLWDs4QepUuA8Gow2vvb0XifGRaPfzgQDP8/3avokV6O+HEH9ReP//7N13fFz1lfD/z713qkaj3izbkmVL7t0GG9sY40KxsekhtCSEJA4l2c2TZDe7+2ySzT55JeGX7G7aEgjLLhBgA5iQAKE3Y2NwwcbGXc3qvY+m3/v7Q7jIVrkzmpFk+bxfL/6w5t47x+JamnO/53tO/4YnAZXVUCHE6GI6aXe73ZSXl/f7ellZGQ7H0EpExdgkyfvYYrFoZKQNPurLZrKx2tms1p4PSp/btJSWVg/F5fWDnjMuK4Uv33oZ7kQn6SZi6/N9LRqKAuWVzRGdp+sGe/aXDTlpt1kt3Hb9ch596l06us5tzpblbUP/rHeookBOZgr5EzIjexNVxVZXE7OkPRyHJNfrC1JeGX3TPKvVEvX8eLPNAIUYLtXl+Ux1V410GEIIIUaY6Q5CK1eu5NFHH+0zcS8vL+e///u/WblyZSxjE2OM4q06lcCLsa9wUnbE52iayqLP9jRbLBpf/+IaFs6ZRHJS36v5rgQ7UyfncN+X1+FO7Dlm1bIZuBIin/E9LiuFg0eqaGqJrHkeQGNzB63tkc+zP5uqAkrfibAzFEBXTv/IVhQiWmUHMDQNtXtoe9DPumIMrzV0mqqweP5kLp4/OapmhlMmSYNVMXpMdVdJwi6EEAKIYKX9H//xH3njjTdYvnw5t912GzNnzkRRFA4ePMjTTz+Npmn80z/9UzxjFWOErLyPvEAwREenF6O7G5cSIMFpG/ykCF2+YhZ79pfR0mY+mc3KSGLB7NNNmSwWjS987lI6Or288d4BqmtbCIV1NE0lLSWRK1bNITszudc1MtLcOByWiBqRKcCqFTMpKW+Iaj+8zx+ks8tHarIr8pM/EwyGeXLLB3R09t3sz2uxoX42Xu3kbPskt5P8CRl9Ht8XJRxGT4h8rnp/Bu1cP8xsNgvzZ+UBClabhZDX/L54i6ay5rMZ70KMJEnUhRBCnM100j5lyhRee+01vvOd7/DII4/0em358uU88MADFBUVxTxAMXZJ8j78qmqaeeO9T6mua6Xb68cwwthtn5KVkcSKJdOYPX0iapT7gc+W4LQxd0Ye23YdIxQKD3q802Fj2eKpfY4QS3I7ufEacw3UDMNAVSJLJg2gobEj6lFzqqqiDfH7tn3X0QEbuzU4U1A53Y0/HNapqWslb3yG+RV3XSeQkzukOM8UbRl6vCiKgj8QQiGKKgSgrd0TVZWGELEgyboQQoj+RLSBb8aMGbz88ss0NzdTXl6OYRhMnjyZtLS0eMUnLgCSvMefYRg899JOPj5Qjves1Uevr5u2jm7KKhooyMvi7ttWYY/B7HGAa69ehMfrZ9/BEwSD/SfuCU4bK5ZM49KlQ9sXDnD4eHVUY8h27Stl/Zp52GwWAoFQROe6Euykppjr4t6ffQdODLjK3+xMpsWehDN8+v9fl8dPa7uHtBRzK/zB9KyY7WcHyMwYYKDoCOj2Bnhn2yEUVYm4+3w4rPPGewf40ucvi1N0QvRNknUhhBCDiWpZKT09nUWLFrF48WJJ2EXMyJ73+Hn2xY/4aE/xOQn7mYIhnWOldTz0xNumVsbNUBSF225YxqYrFpI/IQPHWQ8DXAl2Judn8blNS1m/Zn5M3nPvgYEfEPSntd1DQV4m2RnJgx98ltzslCFtMQgEQqYeNHyanoftjKT95Gq7GYrXS9eCi6KOsS+XL59JclLsyu1j4UR1ExVV0TWya4pgWoEQQyV71oUQQpg14Ep7fX09xcXFzJ07F7f7dEfmUCjEz3/+c/74xz9SV1fH1KlT+Yd/+AeuuuqquAcsxj5ZeY+tE5VN7D1wglBYH/xgoPREA6+9c4AN62KTRCuKwqVLp7NiyTS2fXSUjz4uwR8I4nTYWHPpbObN6n+U5Jlq69vYta8ET7cfu83KnBkTKSzIPqdEO9oHDqFQmGAwzOwZE6iqbTa9t91ht7J6xayo3vMkfyBI0ETch9LyWdxQjGIYp+q/w7qJ/6+GgZ6QQPecBabiqappZvcnZXR7AzgdVubPzqcg79wmba4EO/ooG5NWW99KtIPawyb/jQgxFJKoCyGEiNSASfu///u/89RTT3H06NFeX//+97/P7373O5KSkpg+fTpHjx7ljjvu4KWXXmLp0qVxDVhcOCR5j4033/8Ury+yUuFDx6tYv3ZeTPYsG4bB1h1H2LO/jIamdnz+06Xnf/zzDt794BCXLpnGwrkFfZ6/79MTbP3wCPUNbXjOqBT46ONisjKSWTAnn8uXzzwVa7QxBwIhbDYLay+dTUlZPcdK6wY9R9NUFszOZ0oUnfLPZLdZCQYHL8kPqxrPT76Ezxe/TxANFGXw/fu6jhIKUf/FzRjWgbc97Nxbwo7dx6lvaKfbd+b3uoTszGQWz5/MpWeMtvN0+2PWAyFW+mvkZ4YWZU8DIcyQZF0IIUS0Bkzad+zYwfr163E6T49bamlp4eGHH6awsJDXX3+dlJQUKioquOKKK/jNb34jSbuIOUneo+fzB6mpbYn4vIbGDo4U1zKjaGhNywzD4Mkt2/nkUEWfJevd3gBlFY3UNbZTW9/GhnW9V4JfeXsf7394lO4+yvr9gRCVNc3UNbRRWdPCnTetQFUVrBYt6lhPNsH7yu2X8+jT71JyoqHfUnun08b8WfncvHFJVO93JotFM72y3+5w87+Fl3JD6Q4c4QAWS/+JpuL1oickUH/73YTTBu4y/8Iru/nw42J8vuA5r/n8QU5UNVHX0EZ1TQu3XLcURVF4Z9sh2qPoHzBaZaS5Bz9IiAhJsi6EEGKoBkzaq6qquOmmm3p97fXXXyccDnP//feTkpICQF5eHrfddhtPPvlk/CIVFzxJ3iPX1t5NVwRjr04KhsJUVDcNOWl/4ZXd7Pt08NJ8rzfAtp1HcbudrFw6HYDtO4+xdcfRQasEgqEwBw5VsOXlndy8cQnBcHTl8ZpFIxQKY7Fo2GwWNn9hDYeP17B1x2HqG9t7upIrCg6HlQnj0li3cjYTctOjeq+z+fxB1AgqBNodbh6fvoYZLRVcrXSierpAVTE0DSUcBl0nmJFF1yWX0T1nwaAr7G+9/yk79hTj95+bsJ/JHwix50AZLpedjVcspLE58pn20FPZ77Tb8AeChEdJeX2C08YVl8nINxE7kqwLIYSIlQGTdq/XS3Jy76ZMH374IYqicNllvTvsFhQU0NpqriGSEEMhybt5uq5jRDN4nMj3hgcCId7/6AiHjtUQDIbQDZ36hg7Te+m9viA7dh9nxcVTAYXtO4+ZLusPhXUOHq3m6tW+ntldUbBZNcJhHctnK/WKojBz6nhmTh2Pzx+ky+NDVRUSXQ5s1ogGbwxK1/WIy8zDqsanGQU45hWQv7IQW10Nanc3ekICgZxc013iQ6EwO/eWDpqwnxQMhvnkYAVXXDYn6nsr2e3k3ruuoKS8nr+89nHE2zfiYfy4VHJzpLGqGDpJ1oUQQsTagJ88J0yYwKFDh3p9bdu2bWRnZ5Ofn9/r630l+ELEkyTvg0t0ObBHMcIMICPN/DivV9/ez579pTQ2d0b8PmdqaOrg4wMnsFpUGpr7n1nel7Z2D29u/ZRElyOq97ZZLdhsff9IdNit53S+jyWnw2b64cbZHA4boaycqEe57dxbEvGKeVNLJ+/tOILTEV3HfIfDRlZGElkZSTQ0dfDB7mP4/ZHfo7GSm5PKl26RUW9iaCRZF0IIES8Ddt1Zs2YNTz31FNu2bUPXdZ544glKSkrYsGHDOcfu27ePiRMnxi1QIfojo+L6l+R2kpke+SztjDQ3C2bnD34g8PzLu3h728EhJ+zQ07374/2l7NxXSigUeRJbVtHIquUzcCdGnriPy06JSeO94RbtavdJnxyqiKoD/NGSGi5bNj2qUXcTxp1e0b72qkVccdkcsjOShr2pXaLLwfSiXO7/8jpcCfZhfW8xdsjoNiGEEPE24Er7d77zHV588UU2bdqEoijouk5GRgbf+ta3eh3X1dXFSy+9xN133x3XYIUYyJmJu6y+n7Zk4RROVDUSDptPzPImpPe76nym3Z+UsnNvCQETnc/NCgbDKGp0q86BYIi0lETGZaXQ2TV49/eTnA4ray8duf3MXl8Aq1UzNfbtbGbL2vsTzUx7gEAwTG5OGtmZyZRVNJo+L9Fl58rL5/b62ppLZ3PZJTP4cE8x+w9XEAiEqK5rjTq2gWSkuUlOcpKemsiVl88jPTUx5u8hLgySqAshhBguA34qT09PZ9u2bTz++OOUl5eTl5fHnXfeSXp67+ZLR44c4ZZbbuFzn/tcXIMVwizFWyWJ+2cWz5vMjj3FlJtMrDLS3GxcZ26e9we7juMbYtJ4NkVVImrKdqaT561fO5+G/91Km8nO5lMmZZM3YeDu6vGkaeqpvfTRnDsUQ/1eX7lqDk/9aQcdnd5Bz1EUmDplXJ/VHxaLxool01jx2Ui5n//ny1RFMflgMNddvYjZ06UqTERPknUhhBDDbdCltJSUFL75zW8OeMzixYtZvHhxzIISIhZkz3sPTVP56u2X89Djb1NR3TTgsRlpbu68aQWpKYOvPtbWt1HX0BarME9xJzqjTkQTnD0lzpMmZnL9+sX86ZXdtLX3n7irqkJRQQ5fumVlVO8XKw67lQSnzVTieyZVVcgf4sOGxCi2EgCnyuKnF41nw9r5/PXNfbQPEL+mqcwoyuX2G5abu35CdPvlB+JKsDMuOyXm1xUXBknWhRBCjJTYtkAWYhSSsvmeZOX+L6/jxTf2UlxaR0NzB+EzGp+lpyUyMTedjVcsNF0u/Mmhij7npw81znUrZ6NpKoeOVtPl8Zk+V9NUli6acurP82blk56ayF/f/oSautZeybvVqpGdkcysaeO58vK5p+azjxRFUZicn0VdQ2TN99JTE7l4wZTBDxzAmhWzOFpcG1EHd5vVcmo0H8CShYVkZyTz2rv7qalvpb3jdPJus1nIzkhm7qyJrFkx2/S+9UsWF1F6oiGq3gb9GZeVQnqqzGIXkZFkXQghxEiTpF1cUC7k1XebzcKNGy4iHNbZf7iCyupmwv4OMrNzWTx/csTd0bu9/pjHmJOVTE5Wz0rouKxkjpeZT9oz090smDOp19cm5KbztTtW0+XxsWtvKa3tHmw2jSn52Uwvyh1VjeeWLJzCjt3HiaSvnGEQdVn9SRPHp5OdmUx5pfl96VkZSUwvyu31tUl5mWz+who6Or3s3FtMR6cPu9pN0dRpFE3Ojvh7PW9mPq+/e4Da+thUc2gqqJrCE89tw2a1MGfGBGYUjTcVV3NrJ9s+Okpnlw+LpjGlIJuFcyYNeWuCGN0kWRdCCDFaSNIuLkgXcvKuaSoLZk9iwexJ0F0JCdHt7411t+2MtEQ+f92yU3/+/HXLePDxN2ky0ZU+2e3k+qsX97tinuhycPmKmTGLNR4+2BVZwt7DIBAMDXlu/OevXcrDT75DS2vXoMemJCdw0zUX95vsJrmdrF05p+cP3ZWQEN0oOlVVuGHDRTzx7LaItw30TeFYyenmhLs/KSU7I5l5s/JYu3J2n3+f46V1vPbufuoa2ntVfez6pJS3tn7K1Cnj2HTlwiE/OBGjhyTqQgghRiNZJhAXNBkXF70FsyeR6Bp64q4oPSvsX751FZnpp0uX09MS+cptqz4bxdb/+empidy8aQnTCnP7P2iU03WD8sqB+w30pbm1i4/2FA/5/XOyU7jrlpVkZyYPeFxmupvbb1zOpLzMIb+nGVPys8lMi005e/issXbBYJiq2hZee2c/j/1x6zlj7z7cfZwnnttGcVn9Ods0wmGdusZ2tn54hAcfexN/ILbNGMXwk7FtQgghRjNZaReCC3vlPVpZGUnkZKZQ7KmP6DybzYLVomHRVFJSXCyYnc+yi6b2uVqck5XCt7++nh27j7Nnfxmt7R5CIR1NU3EnOphZNJ7LV8yKalb4aOLzB/FFsKf8JMOAyprYdFifOD6db399Pdt2HuWTgxW0tnsIh3U0VSU5ycns6RO5bNmMiLdRDMWWl3dyosrcwwxVAYfDhqaqGICu6/j8wUFn0IfCOgeOVPLcSx/xuU1LAThaXMtf3/qEjq7BV/hLyhv476e38vUvrjEVpxh9JFkXQggx2knSLsQZxnryHgqFeOHVj9nzSRmhUBjQ0TQLeRPSuePG5SS5EyK63spLplNT32q6IV1GWiL3fGktqqJi/6xj+mAsFo1Ll07n0qXT8foC+HxBbDYLCU7bkPekG4ZB6YkG3t52iM4uL2Fdx2rRmDAujXWr5pAc4fcjWrquR1Eaf/rcWLHZLKxeMYvVK2bR7fXj94ci+l53dnl5/d0DVNY0EwyF0QjhTirm8uUzmJyfxfHSOt7dcYQujw/9s+/1pImZrF05G4um8u6OwxwrriMQDKIbBg1NHYTC5v5+ugGBYIjMNDcG0NLaNWjCflI4bJxqfJjocvD6e/tNJewnlVU2Unqigcn5WabPESNLEnUhhBDnE9NJ+9NPPz3g64qi4HA4yM3NZf78+dhs5/fKl7iwjcXk/aU3Puad7Yd7dY0HCIaCHCup44c/f57JeZncf/eVpq85d2YeVbUtbP3wCD7fwCXCqSkubr1+2ZC6dzsdNpyO2PxsaWxq54nnttPQ1I7PH+r1WnllEweOVFJYkMNt1y+Le8Mxp8OG1Rrdvmgz4/mikeC0nxqhN5hwWOd//7yDYyV1tHecNWKvtpNjJTUoioJhQDAU7vVyeWUTO3YfB8Af6P3/IVKhkE5thB34T2rr6OaNrQdYftHUiLv4+/1B3n7/oCTt5wFJ1oUQQpyPTCft995776mVFuOsJaEzv64oCm63m+985zt84xvfiGGoQgy/sZK8P//yLt7/6MiAq7m6blBc3sADv32Rv7tvo+lrr18zn8QEOx/sLqaxuZ1wuPebOO1WsjKTuWnjxUzMTY/2rxBT9Y3t/P4P79DU0n+Tu/YOLx/vL8Pj8fHVO1bHNXHXNJWcrBSaTTSCO1NykpOVS6fFKSpzdF3nkSff4UhxTb/3V3CQsW1DTdZjpbyiiVBIx9Md+WSEusa2U78DxegjyboQQojzmemkfdu2bdxzzz0kJyfzla98hcLCQgzDoKSkhN///vd0dXXxwAMPUF9fz+9+9zt+8IMfkJyczBe+8IV4xi/EsDifk/eq2uZBE/Yz1dS1seWlndx4zcWm32PlJTNYfvE09nxSxkd7i/H5giiqQoo7gbWXzWbSxOFpXGaGrhs8/uz7AybsJxkGHCut48+v7uGGDRfFNa5LL5nGwaORJRY2mxV3ojNOEfWv2+unpc2DoRts33WMoyW1UZf3jyaBYIjuKBJ26FnlDwRD2G3Dt+dfDE6SdSGEEGOB6aT94YcfJi0tjT/96U+9VhJmz57Nxo0buf7663nqqaf4j//4DwdAL2oAACAASURBVDZs2MC6det4+OGHJWkXY8r5mLz/4bntESdUu/aVRpS0h0Jhdu4tYde+UhqbO/H5g6iqgsfj5/X3DrBmxSymTMqOMPL4OHCogvpG8+XPum5wtLiGUCgc19FelSYbrp1JURi21V3DMDheWsc72w9T19CGp9tPWNeHtB9/tFFVBVWN7nupKAoWTUa/jRaSrAshhBhLTNd7vvjii1xzzTV9fjhUVZVrrrmGv/zlL6f+fN1111FSUhK7SIUYRc6XUXGBQIhGE3POz+bzBzlkctXX0+3nN4++znMv7aSsopEuj49QKEwgEKK13cOho9X8/g/v8PSfPjDdGCyetu06RmiQcu2zNbZ0smPP8ThF1JMQHzgc+f3U1t7NkeLaOETUm67rPLllO//11LscPl5Na7uHQDBEODx2EnYAV4KdiePTBxwx2J+EBFvcex+IwcnoNiGEEGOR6U8YgUCAysrKfl+vqKggEDjdQdrhcGC1SpmgGNtGe/JeVtlwTuM5s97/6Oigx/gDQR56/C3KK5sGTMh9/iB7Pinj2b98GFUssXROozQTdN2guCyy0XaRCARDdHSa71Z+6rxAiP2HTsQhotMMw+CpP33AxwfKR83e83iwWFSWLZ7KsoumkhHFbPjphblxiEqYJcm6EEKIscx0efyqVat46KGHWLhwIddee22v11544QV+//vfs3bt2lNf27t3L3l5ebGLdBSyaQ1kJr6CRe0AVDyBKTR7VmMgnfMvNKO1bD6ahloneU2McXv5jb1UVDebul4orLPv4AmWLi4if0JG1HENVbQPMaI9z4xAIEQwFF1CHAiGBz9oCErK6zlwuHJUVEnEU2Z6EnNn5qGqCgV5mRFVqKSluFi9YlYcoxtdOru8vLfjCC1tXYBCdmYSly6ZbmqEY6xJoi6EEOJCYDpp/9nPfsbGjRu56667yMrKoqCgAICysjIaGhrIz8/nZz/7GQA+n4+GhgbuvPPO+EQ9whJsR8l1P4vdWoVNO703NtW5nUzX63gCRVS134VuOEYwSjESRlvy7nZF36TM5Rr4/g2HdY5FuPrs9QV5a+unfPm2VVHHNVQWS3QlzPEsfbbbrVEn35Y4l2S/ve0Qfv/YXWGHni78N11z8an97DduuJja+nYqawZ/IOV0WFm3cg6uBHPj8c5nDU3tvPDKHmrqW2lr712xsnNPMeNz07jpmiUkuYenOaIk7EIIIS4UppP28ePHs337dh599FHeeuutU6XyM2fO5Jvf/CZf+tKXSEhIAHpK45977rn4RDzCUp3byE16Gpul5ZzXFMXAYa397L8qSpq/R1iPfia1OH+NluS9IC8Lq0U7Zzb2YBQFrlg1e8BjDhyuoLGpI+KYquta8QeCI9ZlOy0lkfrGyOLWNJW5M+NXOWTRNIhyIdthj9/30esLUNvQFrfrjwaZ6W5uumZJr0aJdruVBbPzqK5rGbTCICHBzsK5k+Ic5cgrPdHAk1u29zuWsLnNQ3Obh/qGdr582yqyM5PjEsfJRP1Y5LtchBBCiPNWREs0TqeT++67j+eff55du3axa9cunn/+ee69995TCXs8/eIXvyAlJYXvfve7p75mGAY/+clPmD59Ojk5OWzYsIHDhw/H5f0TrMf7TdjP5rKVMjnt/wPiV1IrRr+R3vNusajk5qREfJ7TYSN/wsBj2iqrW6IqGff6AnR2+SI+L1ZWLZ+JzWb6eSUAWRlJLJidH6eIwOcPRL2S3+0bfBtDtNraPVGPQIsnV4IdaxSd/K1WDXeig5SkBCbmprN+zXy+c88GphWO63XcoWNVvLP9sKktAc0tXfzX0+9hjKWOfGdp6+jmqef7T9jPVN/Uwf/871a8Mb4vZc+6EEKIC1lkn1xH0K5du3jssceYNav3vsFf/vKX/Pa3v+W3v/0tRUVFPPDAA1x//fXs2rULt3vgVW6r1kiO+3mc1gpUJYhhaATDqTR0racrMAvo3UJ4XNKzphL2k5zWcpIdO2n3LTV9jhibRnLl/Qs3X8qPf/nniPYkr14xc9BjwkZ0D6QMwxjR/dFTJ+eQm51KeWWjqeOtFo15M/NQ1fiVoeu6gdWq4fMHIz7XiOP3UteNaAsA4sZus/CV21dht1l4+Il3aDPZWDA5yclX71hNstuJzWrBZrP0Oyrvza0H6fSYf7B0orKR0hMNo2asYaz99c29NLUMnrCfVNvQxtvbDrFh7fwhv7ck6iIWdMPggK+Mbd0H6dK96OhYFQv51iyuTFxMkhb/hSchhBiKiJL2d999l8cee4zy8nJaW1vPWVlQFIV9+/bFNECA9vZ2vvrVr/LrX/+aBx544NTXDcPgwQcf5G//9m9PNcd78MEHKSoq4rnnnuOuu+7q83oKAfJT/xOX/UivPek9ykm0H8YXyqW85X4C4Z4VGKvagsMS2YcHTQ2S6XpTknZxykgk7+lpbq67ejF/+usuU+O5phfmsnblnEGPy0pPiioeu91K4iD75eNJURTuvu0y/vN/3qS2fuDSb4umMnfmRK68fG5cY3I6bNhtFiIfzgdpqYkxj+ekJLcTh81KYBR1jXc6bORkpeB02Nh05UJeeHXPoJ33kxKdbFy3gAnj0ga9fm19G/WNZ/9eGJg/EOKtbQfHZNIeCoUpr2yK+LzDx6pYv2Zevw9GBiPJuoiV8kAd/9v+Hg2hNoL03ip2ItjAJ74yptsncmvyKjRFxjYKIUYn0z+dHnzwQW644Qa2b9/OuHHjWLZsGcuXL+/137Jly+IS5Mmk/LLLLuv19RMnTlBfX8/q1atPfc3pdLJs2TI++uijfq83Jf2npDg/6iNh76GpPly2Uqak/wy7Vg1AuustbJbWiGO3WepQlZErBRaj03CXza9cOp3bb1yOfYCycItF5eKFk/n6F9eYuuaieQVRjcbKSk8akS7TZ3InOrnvrnVML8olKfHcplmK0hPnymUzuOOmFVEnHmZpmsq4rMi3MaQkJ7By6fQ4RNTDnegkKzO6hzPxkpWZjNPRc/8snFvArdddwsTctD7vbZvNwsTcND5//VIWz59i6vrvf3QkqqkLDY3tY7JE/khxLY3NkfeuaGzppC6KfghSBi9iqSRQy6Otr1Mdaj4nYT+pXfewy3uUR1pfRR+D/4aFEGOD6ZX23/72tyxfvpwtW7Zgsw3fB+7HHnuM0tJSHnrooXNeq6/v6Vydmdl7721mZia1tbX9XjPRfhgzn8Ed1nompf2Go40/xqqZL4s/k6oE0FQPelg6yYtzDefK++J5k1k8bzI79xbz1zc/wR8IYhg6FouFi+ZPZsPahRF1VrfbrOSNT6epxfz6sNWqsWLJtGjCj7lEl4Ovf2ENre0eXn93P82tXehhA4tFY3rROJZdNBWbdfh2EK1ZOZvjZfURlcjn5qTGvWph6aJCyioaYzryzqKpTJqYQX1TR0T9DaxWjZVn3T8zpo5nelEux0vref+jI/g+20ttd9hYuWQaRZNzInroYmbUYV9CIZ1AMDRiDRbjpbWty1SFztn8/hBdEWwxkERdxFrQCPF02zu06oNv7dAxOOyv4KXOj9iUJNWRQojRx/Qn0ubmZr797W8Pa8J+/PhxfvSjH/HKK68M+L5nfyAzDGPAD2mRLJrZLTW47XvQ9eg+iBlo6LplyCswY3EFR5yhu3LY3uriaXYunnbxuS8EqiHCfGXjyhwqq+tpbBm4PPmkgvFuZuczrH/fwaRa4ZZ1fTw0CdZC5FvMozYpHYrykzhwzNzc+7RkB5tW5sb9e7lwioUd492UVERWMj6QFLeN+2+dSWu7j/98+hMaW83fPzPzjHP+zgowdRxMve7s1fQQRFjRohjmYjnnPMJYAjUQGlvltTYiX2UHUFWwhJqh29zWimi6wR+rl9+Lon/79IPUY77aI4zOx54TTO2+CFVR5f4ScSP3luhP0QDFjaaT9vnz51NRURGLeEzbuXMnzc3NXHLJJae+Fg6H+eCDD3j00Uf58MMPAWhoaGDChNMfupuams5ZfY+WpgbISnydJs8a0vV30dTIPsWH9UTChntI5bWDPYQQY8+w7XnvroSEiVGfnpoAX7gljcefeZ/G5v5X3BUFpuRnc/edl6OOsZXIWPrirbk88tS7HCupHbBZX3pqIp+/7hJy8nLiHpMKfPXOHB564m3KKsw17xuMKzEREiaevn+eNXH/TMrm7jvif/8UTPKw91BDxKvLLlcCWmL8JgyMlElT3LicZXgirEBIcieQOb4QEvquBBnqyvqxeoOp2fJ7UfTvpabiiB+8ttOKJ7kUd0eh3F8iLuRnlxjIQB89TC8J/PjHP+app55i69atMQjJnA0bNvDBBx/w/vvvn/pvwYIF3Hjjjbz//vsUFhaSnZ3NO++8c+ocn8/Hjh07WLJkSczisGqttPsuxh8aN/jBZ+nyTyPCyXpCjPiouEhMzE3nvi+v46IFk8lKT+pVyWKzWpgwLo0rVs3lni+tHXOlw7FmsWh87Y7VbFi7gLzx6TjsvZ+rZqQlsnDOJO754lqKJsc/YT/J4bBx313rWLdyDuPHpUY1bu1Mc2eeflA0cXw69921jovmF5DZz/1z5aq53PPF4bl/li4qIjMt8n3804vGxyGakZedmUJ2VuQz13Oz+966IXvWxXDQDZ12PfLyjRA6B30n4hCREEIMjemV9p/85CckJSVx3XXXMWXKFCZOnIim9f7gpigKzzzzTMyCS0lJISWld3OmhIQEUlNTmTmzZyTVPffcwy9+8QuKioooLCzk5z//OS6Xi5tuuilmcShKCFDp9M/Baa1EUcwtwQRCqdR33hCzOMSF58zEfSTGxZmVkuTi9huWEwyG2X+4gqaWTiyaRt74dAoLsqVSJAKqqrDm0lmsXjGT8somyioaCATDpKW4mDcrb8QefFgsGhvWzWf92nkcK6mjqraZUFjnyLEaykyOzwPISHdz6ZLezfNSkl3cfuMKAsEQBw5Xjuj9Y7VqTM7PoiGC5mtpKYmsXjFr8APPU0sWFFJZ3UwwZK6vgcNuPWdspCTqYjgFjBB6lGNJQ/00rBNCiJFkOmk/cuQIiqIwYcIE/H4/xcXF5xwzEh/M/+Zv/gav18t3v/td2traWLRoEc8///ygM9ojYRg9H5JrOz5PgrUUt+PwoOeEwgk0dG0gqA8+YkgIM0Zy1rtZVqvGorkFIx3GmKAoCgV5mRTkxWarT6woisK0wnFMK+ypPLps6XR+8+gbVNUO3qzTnehg47oF2PqZYmCzWkbF/XPDhouobWjjRNXgo85cCXauWj13xCcixNPFC6dwuLiG/YcqBty2AWC1aCyeX0BhQU8liCTrYiTYFCtalFWONmX4GpAKIYRZSltb2wXXDcHtvSii49u8iyhr+Q4AiuKnIO3fcVmPYdH6bljkD6XT0LWeJs/6IccKsqdd9C0myfsQ97QLAeDp9vPIk+9QVdtCMNj3KlV6aiIbr1jI/Nnnx75vry/Afz31LhXVzf3OqU9LcXHl5fNYstDcOLnzma7rPPX8Bxw+Vt3v/na3y8HCeZO47qrFTEuqjms8si9UDOZXzS9wPFAT0TkOxcrXUtdjtOXK/SXiQn52iYEYSYX9viZJ+yBCupPipn/AGyw646sGLusxstx/wWGtRiUIKIR0F13+WdR3XUtIj3wPYH8kaRcDGVLyLkm7iBHDMDh0tIqtHx2lsbmDcEhHVXRciS5mTR3P5ctn4nCcX6vRhmFwtKSW9z44TENTB6FQGEVVcCU4mFGYy+pLZ5LgtI90mMOqtr6NN947QGVNC4FgCAWw261MmpjB1zdkkp3uHJY45IOvGMwe73H+0PYWIcyXyedbs/h2+o0cb0DuLxEX8rNLDESS9rMkeJajqeY64Xb6Z1Dc9P0BjtBRFR+GYcEgPh9IJWkXZpxM3p3aEXIcf8CuVaMQwsBCQM+i3nsbnvBcegZkfUaSdhEHum7g8wexBWuxJJ0fK+uD0XUDfyCI1aJhGWIjvrHAMAz8gRCK0rOt4eTK+olAA693fUxzuIOwEUZTVFI1N2tdC5hsy4nZ7zL54CsGoxs6P2/aQmXIXM8Nh2Jjk3spl7pmy/0l4kbuLTGQgZL2fjfupKamoqoqtbW12Gw2UlNTB/1lqygKzc3mZgyPpHbfRSQ7dg46vs0TmERZ8/8Z5GoqupEQu+CEiJLFd4SC9H/Haa3Aonb1ei2BYhIt+/CFCyjr+leCxujaJy3GFlVVevZ4G2NncoaqKjjPs0qBeFIUBYfdemrPukf38Ujrq1QHm/Ea/l7HVoeaKQ7UMM6Sxt2pV5KsuUYiZHGBURWVr6RexYMtL1EXbh3wWDtWljincalr9jBFJ4QQkek3af+7v/s7FEXBYrH0+vNYcKL1Psa5M0h27sJuqUNVepdOBUJpdAcnc6L1HknIxXlBUzwUZvw/Emz9j6qxqN0kqgcpTPoWxzv+g5CRMYwRCiHGirOby3XrPn7d/GeqQ/0/tPcZAcqCdfy6+S98M/1akjT53SriL83i5hvp1/JE21vUhJrpOGsMnIZKliWFi53TWJu4YISiFEKIwV2Q5fEnO98rBElLeIdkx14UJYSBhj847rM96SmDXGX49FUeb1FbsFsaUAgT1FPwh3LpVfYc/btht9RgVdt6vh+hLELSAX9Usmn12LRmDBRy3FtIchw0fW5ncB7HO38j5fEivuT+GrLWNg8tbV3ouk5KsovM9MhnyMdKf53gH2x+iUOBCtPXKbTl8jfp1/X5mm7o1IRa6Ap7satWsi0pJKjnznuXElMRqdZwJ6927aE11ImOgUXRWOgoZJGzCE3pXRUk95eIF7m3xECiKo+/EBhYae6+gubuK0Y6FJMMkh07yXC9gcNajVXtAHTCRgL+0DhavRfT1HVVVHvrFQJkJr5CinMXdkstmtINqAT1JHzBCTR6rqDDt5jYPBgQ0QuRnvAOaQnbsFtqziiDj+z/i1MrxaEdx8e5H4aFECNL1w327C/jwz3HqW/swNPtwzAgwWkjKyOJRXMLuGRx0bDtrR9obFtLqJOq0OCj8c5UG2yhJthMrjX91Nc8uo/XuvZw1F9FU6idACFUVFI0F+Mt6VyRuJBJtpyo/w5CpGpubk1eNdJhCCFEVPpN2p9++umoLnjrrbdGHYwYSJhJqb8mybH3nCZ6FqUbi62EBGsJqc6PKG3+bkSVAha1jcnpD5BgLaP3gr6OTWvDprXhsh2nw7eA8tb7AWnCNBJUpZvJ6Q/gsh0/Z0sHRFYwY1E7yXE8Tnnn12IXoBBiyILBMI8+/S7HSusIh3v/O+/2BiivbOJEVRMfHyjnq3esjut8eDMz1l/t2n1OyfFgPEZPgn5Xas8D8xOBBh5ve5OGcFuv43R0WsKdtIQ7KQnUsjxhFpuSlkb0XkIIIcRY0G/Sfu+9957ztZMl2oZh9Pl1kKQ9Pgwmpf6GFOculHOStdMUBVy2UianP0Bx0z+jG4OP3lGVbqak/4wEW/mAx2mqnxTnTvL5T0603o+suA8vhSBT0h8g0X40Zte0qeY66gohhoeuGzz69LscPj7wbGnDgLKKRh5+4i3uu+sKrNbYPkg1k6yf1BRqj+o9WsOdADQE2/ifttdpCncMeHy34Wer5wBWReNqt/mxrUIIIcRY0G/S/sknn/T6c2dnJ1//+tdxu91s3ryZwsJCDMOguLiYhx56CI/Hw+9+97u4B3whSrQdJMmxb8CE/UwuWxnjkv5IdfuXBj02N+npQRP2kxRFJ8mxF5ftMJ7ATFPniNjISnwZly12CTuAakS2OiaEiK+9n5ZzvLTO9PHllU384nd/JSvDjaaqTJ6UxSWLoi+bjyRZPykcwQzsXucZPec92/H+oAn7SX6C7Og+/FmHb9naI4QQ4sLRb9Kel5fX68/f/OY3SU1N5c9//nOvlfXZs2ezadMmrr32Wh566CF++ctfxi/aC1SW+69oqi+ic9y2Q0CYgUvZQyTaD0d0XYvqJSvxJcpaJGkfPgbJzl3EeniDblgBULw9H9RPznkXQoyMHbuOEwpHlgTXNbRR19BTVr7v4Ane//AoRZNzuGH9RWiauZF70STrJ1mU6B4QWBSN1nAXNQN0nO9Lq97FG10fM4tlUb2vEEIIcT4yPUT3xRdfZOPGjX2OfVNVlU2bNvHiiy/GNDjRU77utEb+gcpurSHZsXvAY1IcH2G3mF/VOclprURVvBGfJ6LjtJbi0AYul42GN9j7wZzirTqVwAshhldbu4e6xuhKzU8yDGho6uCDXcd48LE3CQbDAx4/1V01pIQdoCDK5nATrBm82fVxxPvhAY75q6N6TyGEEOJ8ZTppD4VCVFT0P9KlvLycYDAYk6DEaTatBU31RHyeqoRxWgceweO0VqAqA3+o64umdmPV2gY/UMSE01qJpkVWaTGYQCiVus7r+3xNknchhl9Lm4durz8m1zIMKC6r54ln3+/z9Vgk6yetcc0nXXNHdE6K6uLKxMW0h6PbouMzAuf01hFCCCHGMtNJ++rVq3n44Yd59tlne/2yNAyDZ555hkceeYQ1a9bEJcgL21A+mAx2bnR7EYd+rohMbD+cGgZ0BaYR0tMGPE6SdyGGV6wT0ZITDTQ0nd4vHstk/SSnameafSJqBM1Jp9hySdISiPZnm+TrQgghLjSm57Q/8MADHDlyhM2bN/N//+//paCgAEVRKC0tpaGhgaKiIn7605/GM9YLUjCcSlh3YlEjK0fXDRV/KHfAY3zh8RiGarrB3alr605CYfMj5cTQ+EK5hHXbOaP+omEY0OWfSUXrudMh+iN73oWIv+QkJwlOO57u2Ky2A3i6/bz+7n5+dNekmF2zL59LWklbuIsj/kr0ARJxBSiyjeeOlNUAuLTBJ5z0xaFaUXSZYCKEEOLCYXqlPTs7m61bt/KTn/yE2bNn09LSQlNTE7Nnz+anP/0pW7duJScnur1ton9hI3HQ5Lsv/lAObd4lAx7T1r0Mfyg74mv7QrmEDVfE54nodAeKoroHzmQY4A9l09y9ipLmf8DAGvE1ZOVdiPhJT3WTlZEU8+u2NMV/tKOmqGxOXc+KhFlkail9rrlnaEksdc7g3rRrTjWvW5MwH7cSeeIe7T56IYQQ4nxleqUdwG63s3nzZjZv3hyveEQfGrvW4bIdi2il1ROYOmhiZmDDEyjCYa01fd2wbqOx6yrTx0fCqjVjt1SjEiKop+INTkLmwQOodPjmmR7NBz1Jui80gWA4DcPQ8ASKaPRcjW4MfUySrLwLER8XzZ/MiaomdD129d+BQZrRxYqqqNycvJKAEWKb51OOB6oJGToWRWWSNYdVrrnY1d6/k7KsKeRYU+kMmK8kS1ZdXJW4mPrYtvkQ55GmUAeNoTbC6KRpbsZZ0vpskiyEEGNJREm7GBntvkV0BWaQ7PjE1PHe4ARqOm41dWxNx+0k2EpwWgfvxtuzF3omHf4Fpq5tjkGyYyeZrjewW6uwqu0oCoR1O/7QONp982no2ohuJMTwPc8/9V3X4Xbsx2UrM3W8JzCV4qZ/xojjP3FJ3oWIrSULC9mzv4yS8oaYXVNThzeZsSkWVifOZzXzTR1/rXsZ/9X6Kq1616DHWtCY75hMsuaiPsa9PsTophsGu7xH2dF9mPpQK11Gz1Mbu2Il25LCXHsBlyfOw6ZEXkUmhBDnA6Wtrc30b753332Xxx57jPLyclpbW89pmqMoCvv27Yt5kLFWXFw80iFExDAMVCXI5PSfk2g/iDrAHnRvYAKlLd8mEDZfPmjTapic/u8DjpbTDZUu/2xKm7+NgS2i+Punk5/6G5IdewasIugO5FHa8n8IhiMv5R9LLGobk9MfGDBxNwzwBIoobf57U1sYDMOI2QqFJO/iHN2VkDBxpKM4r/h8AR7+w9uUnohNWfvcohR+el8sH7TG3iFfBc+0v0ez3tnvMTYsLHIWcWvyKhRF4Vi9wdRsWV29EASNMP/V+ipH/FWE6b9yJM+ayebUDZ81ORwaub9EvMi9JQZiJBX2+5r2ve9974dmLvLggw+yefNmmpubmTZtGkVFReTl5fX6b+LEiWzYsCFWccdNS0vLSIcQOcVCq3c5uu5EU7pRVR+q0jNiT9ct+ILjae1eRkXbPYN2BT9b2HDT2r0MRQmgEkBTPShKzwOZkJ5Ad2ASjV0bqGr/IrEszshP/S0pzg/R1NCAx1m1dtz2T2n1LsUw7DF7//ONbjho9S4HA1TFh6p4T43sC+sOvME8mjxrqWz7Kjrmy+BjlbQroQ6UUAdYY78vV5yngh1gTR7pKM4rFovGorkFWKwaPl8Avz9IOBzdtA6rpnDn1QVMyk2McZSxlWlJZrZ9Eh7dT9AI0W2cbsaXqDjJt2Wx0b2UK9wLT/28avZAeqJ88B3rDMPgkdZXOeg/gTFIdUW73s1xfxWLnEWn+iZES+4vES9yb4kB2fvP4UyvtM+ePZuCggK2bNmCzRarldaRcT6utJ+dWDktZTisFahKEH8om67ALCLoKziAMIm2Q9gtdeiGDW8wH19oUgyu25vTepzCjJ9iUc3P6fWHMvEG8zBQ8QXzaOhafwGXzeu4bEdxWGoxUPAFJ9AdLCTSHgCxXGk/59qy8i5kpX1IDMOgoqqJ2oZ2DMNg975SSk6YL53Pz3Hxm7+7aNhL5IciYAQ54q+iPezBoVgpsI0jw3Lug0BZrbow7PeW8j9tbxAcYIX9bKsS5nJj8oohva/cXyJe5N4SAxlopd30smlzczPf/va3z/uEfazwhgrwhgricGWNrsAcugJz4nDt03Lcf4koYQewWxqxWz4rGXXuIi1hK57AlJ6V5QsueVfxBGbgCcwY6UD6dWaneUnghYicoijkT8wkf2ImADcttfK933RTUj34/u/MFDvf+NzU8yphB7ApVuY64vG7TZyPtnZ/GlHCDnA0UIVu6KhKLBYyhBBidDD9E23+/PlUVFTEMxZxgVAI4LAMlNo1jAAAIABJREFU/V6yWxpJS/iQoox/RVM7YhCZiBcZFydE9Ka6q5jqrsLltPDje+cza3IyDlvfv741FSZmJ/D3X5jJzMkpwxypELHTpXupC7VGfF5DqI2DPvm8KoQYW0yvtP/4xz/m1ltv5fLLL2flypXxjEmMcRatE001P+JnMAm2cian/YLjTT9ERsSNbtJxXgjzprrPfdCV5LLywDcWsP94K1veqaS2yUswpKOpCqlJdlYvzmbdknFYLbLKKM5vbWEPXt0/+IFnCaNTG2pmDpNiH5QQQowQ00n7T37yE5KSkrjuuuuYMmUKEydORNN6N/pQFIVnnnkm5kGKsSb2o3qc1nKS7B/T4V8U82uL2JPkXYj+9ZWsn0lRFOZNTWPe1J6GNWHdOO/K4IUYzGCN5wY+VwghxhbTSfuRI0dQFIUJEybg9/v7bOYWr4ZWYmwJhZPQdSdo/Y/3iZSmBshMfE2S9vOMJO9CnDZYst4fSdjFWJSiunCqdgL6wBNmzqaiMs6SGqeohBBiZJhO2g8cOBDPOMQFxMCGNzQBu9V8F2Qz7JY6QCc2XfTFcJLkXVzIok3WhRjL3FoC2ZYU2gOeiM7LtqQwyzEpPkEJIcQIid3QbXHesKotOK1lqKqXYDgdT6CI4b4VGjo3kWg/jCWGe9sVwqiK7wLsJD92SPIuLiRT3VV0634O+erp0r24VScFthwcqkxpEQJgRcIsSgO1hNBNn1Nky0WTzvFCiDEmokwtHA6zZcsWtm7dSmNjI//8z//M7NmzaWtr45133uGSSy4hJycnXrGKIUqy7yEz8VUc1ipsWhsAuqHhD+XQ5Z9GXefNhPTh6TbsCU6l0zeXFOdOFCU2u88MFHRDPuyOBZK8i7Hq5Kp6ZaCRR1p2UxVqojl8eqtQhpbERGsmVyUuJteaPlJhCjEqzHNMoch+mMP+SlPHj7ekc417SZyjEkKI4Wc6aW9vb+eGG27g448/JjExEY/Hw7333guA2+3mn/7pn/j85z/P97///bgFK6JlMDHlEVIcH2DRfL1eUZUwTms1Tms1bvshTrTeQ3dw6jDEpFDeej8Fyq9w2/ehqcEhXzGkJyHFI2OLJO9irDizBP7drv287tlDp35upVFTuIOmcAelgVrWJ17MMtfM4QxTiFFFVRS+kno1v2/5K8cD1YQHaDE3wZLB11KvxqnahzFCIYQYHqbrh/7lX/6FI0eO8Oyzz7Jv3z4M4/QPTk3T2LhxI2+88UZcghRDMz7pcVKd75+TsJ/NYa0jP+232LSaYYrMQlnLt6hs/zKd/ukEw+5TrxgRLr4bBnR4pQndWCVz3sX56uSM9ZM+7D7Cq127+0zYz9Sud/NS50fs9ZbEO0QhRjWbYuGetGu4PmkFBdYcEpTTFXVWLEywZLDOtZC/Sb+OVIt7gCsJIcT5y/Sy5Msvv8zXvvY11q5dS0tLyzmvT5kyhT/+8Y8xDU4MnVVrIiXhQ9Mr2Q5LAxNSHqe0+XtxjuwkhdbuVbR2r8Ku1eKwVqAqfpIce0h17jJdOu8PZdPgWR/nWM8PCiHSEt4jyfEJCiEMNLr8M2jyrMXg/N4+ICvv4nzRV3O5sBHmLc9ePMbAD1BP6jS8vNa1m3mOyagynUVcwFRF5TLXHC5zzaE22EJtqIWwESZTSybfli3Ti4SIg/JAHe95DuA1AqgopGiJrEtcSKqWONKhXZBMJ+1tbW0UFBT0+7phGAQCgZgEJWInx/38qf3rZjktFVjUFkJ6Wpyi6ps/PA5/eBwArd5lWNWfkmg/yGC/iwPhFGrab0c3nMMQ5Wimk5v0vyQ5PsZuqUNVwqdeSXbsIcP1Jp3+2VS1fxHQRi7MGJDkXYxWA3WC3+09TmOoPaLrNYTaOOArY55z8lBDE2JMGGdNY5x1eD+fCHEhOegr59WuPdSHWvEavXO7T3yljLOk8fnkVWRYkkYowguT6fL4vLw8Dh061O/r27dvp7CwMCZBidhxWYsjPsdmaSUr8eU4RBMJCyXNf0e7bzHBcN9P9AxDwRccR2Xr3bT7Lxrm+EYbnUlp/0Fm4is4rdW9EnYARTFwWGvJcL3FlPSfAZHNvR2tpGxejBZnl8H3ZZf3GOEIumADBAnzgbf/371CCCFErOzoPsxT7e9SHqw/J2EH6NC7ORqo4j9bXqQm2DQCEV64TCftN998M48//jjbt28/9bWT5UgPPfQQL730ErfddlvsIxRDEEaNcqSaTWuOcSyRM7BR1vJtjjd9n5buZXiDE/CHsvAFc+jyT6W6/U6ONPyUDv/ikQ51xI1PeoJkx15UZeBkXFF03PZPyUt5aJgiGx6SvIuRYiZZP8nXxwcgM/z60Bt1itHPiLSZixBCxFB5oJ6XO3fSoXcPemxjuJ3/bn1Dfj8NI9Pl8d/61rfYvXs3mzZtorCwEEVR+N73vkdLSwv19fVs2LCBzZs3xzNWEbGh7PEaPfvD/KGJnGj9xkiHMWqpio8k5+AJ+0mKYuC2H8KithEMJ8c5uuElZfNiuJhN1IXoT9AI80H3IfZ4j9Opd6MbBlZFI8uSwrrEhRTYZISuEGL4vNq1m3bdY/r4unAr73g+4Sq3LJ4NB9NJu9Vq5ZlnnuHZZ5/lhRdeQFEUQqEQ8+bN44YbbuBzn/ucNAIZdVR0Pbp93oGw7Bc7X2S6XsWu1Ud0js3SQnbin6lq/0KcohpZkryLeBlKsu5QomsE6VDP7waS4lxHfVU827GVhnA7xlljzOrDbRwPVJNvzebu1Ktwyv9/IUScdYa7qY6i3P2Av4wrExdJDjgMIh5qffPNN3PzzTfHIxYRB12BIpy2yojOCYTSaOjaGKeIRKyZadbXlwRbaeyDGWUkeRexEouV9Yud0ygO1ES0r92KxnLnrCG/txg9jvqqeKL9rQFXtHxG8NS+0W+kb8KmWIcxQiHEheZjXzFtEayyn9QS6qQ13EWajFuMu4iTdoBPP/2UysqeRHDixInMmjVLnrCMUvWdN5Ds/DiiDvLe0ERCekocoxJmWNQWEm3H0FQPwXAKXYFZ6IbjnOPMlsWfTVEunH1IkryLaMWyDH6Rs4g3PXupDZ07NrU/WZZUZjnyYxaDiI+aYDNVwSZChMnQkii05aIq57YNChphnu1433QJanmwnj+2b+XOlDWxDlkIIU5pDw++j70vASNEt+EnDUna4y2ipH3Lli384Ac/oKam5lTDFEVRyM3N5Qc/+IGswI9CQT2d1u5lZLjeRFMHb4LkD2ZT1fbFYYhM9Mdt309W4ss4LJXYLK0AGEbPLPru4GTqOm7CH849dbxhmO4n2Ztxfo99i4Yk78KseOxZ1xSVda4FPN+xnS4Ts9rdipOrExfJjPZRSjcMtnV/yh7vcepCLXR/1mhQQyXLkkKRLZf17otxqacftu7oPkRjOLIxrKWBWvx6ELsqq+1CiPiIdvuWRdGwKVGtAYsImf4uP/nkk9x///0UFRXxL//yLxQWFmIYBiUlJTz++ONs3ryZQCDA7bffHs94RRRqOu5AVYKkJmzDMkA3eV9wHOUt9xL4bFa6GH65SU+S7nobi9r7iaeigMNaj8Naj8t2jOr222n3XQKAP5yFm8hHQgUv4L4FkryL/sS7wdxFCdPwGgFe69pNh97/z+Nk1cU17iXMc06JazwiOkEjzCOtr3DUX3XOdocwOrWhFmpDLRzzV3N36lXkWFMB2OM9jk5kXeKbwh285znAFe6FMYtfCCHONMM+kbc8H596+GiWW3WSqskq+3AwnbT/27/9G4sWLeKll17C4ehdovvVr36V9evX82//9m+StI9KClXtX6bNt4jsxL/isFRi1VpRFNB1C/5wDl3+mdR13kBIH1vdxM8n2e4tZLjeQFP9Ax5ntzQzIfkPhPUkugKzqOu8gSTHXmxau+n3CukJ1HVdO9SQz3uSvIuThrMb/ErXHApt43ilaw9VwUaawh1Az8yOdC2JPGsWVydedCrRE6OLYRj8d+trHPJXDHpsXbiVR1pf5Zvp15KkJdA5wIOagVQGG6M6TwghzJhoyyTbkkZZsC6i8ybZcrAqF17l5kgwnbRXV1fzta997ZyEHcDhcHDLLbfwwx/+MJaxiRjr8s+jyz8Pi9qKw1qJpngJhtPoDk4G5B/cSFKVbtKdWwdN2E+yWVoYl/RHjjf9iGA4E28wH5u23/T7+YIT8AYnQ4QrPmOVJO8XrpEa3ZZrzeDu1Cvx6gEqAw14DB8u1Um+NUvKoEe5o4EqjvrN3zf14VZe6PyAO5PXEDbMNyE8kx5B80IhhIjGxc5pVAWbCGKuV1Ky6uLqRBn3NlxMJ+3Tp0+ntra239dramqYNm1aTIIS8RXSU+nyywrOaJKV+BJ2a0NE5zis1TitJXiDUzjReh+F6f+PBBOTAnzBcZTL3Ps+nUzeQRL4sW60zFl3qjamOuReO5+84/mEgMkPtSedCNQTJBz13k+r7BkVQsTZ8oSZlARq2OcrITTIg8IExc4ViQtItyQNU3TCdAerH/3oRzz22GP86U9/Oue1LVu28Pjjj/Ov//qvMQ1OiAtFkv3TiM+xqN1kJb4MQFhPoqT5H+nyTyUUdvZ5fFi34wlMprj57wmGM4YU74XgzARejB1T3VWjJmEX5x+/HqQu1BrxeY3hdnZ1HyXLEvlkFhsWLkmYEfF5QggRCUVRuDNlLUsTZpCsuvo9LkNL4lr3Jax0zR3G6ITpR7e//vWvSU9P5+677+Z73/seBQUFKIpCaWkpjY2NTJkyhV/96lf86le/OnWOoig888wzcQlciLFEHaBB4EC0MxrWhfQUjjf9EJf1CFnuF7FbGlGUEIZhIRhOo6Hrajr98+jZOSvMkJX3sUMSdRELnXo3Pj2yRk3QsxGpLtTKusSFHA9U442g2VOONZWptvERv6eIPcMwCKFjQZVRx2JMUhWFW5Iv46rExbzWtYeyQB0BI4iCglO1M8dewGWuObKNawSYTtqPHDmCoihMmNDzwbWmpgYAu93OhAkT8Pv9HD16tNc58gNNiHg7+9+Ygic4g7IWWZWJNdn3fn6SZF3EVvSfaxRFYZItm3xrNkcCg29lAnAqNpYnzJLPUyMoZIT5sPvI/8/enYfJVZYJ//+epU6tvXenO1snJOlsZCWQhIgBAhgwCmFRGJlREUSUUeEnDKDzju+g8xNQUGeGcVRkxBEUiCgJaoJACAECgRBIAmQje9JLeqnurr3O8v7RpEln6a6qVFVXd9+f6+Ly6qrnqbqr89h17vMsN29Et9FuhbFx0BSVCq2Yhb5pTPOcJmUZxaBTovn5bMnC/g5DHCXlpH3z5s25jEOIIc2yfRn1M61AliMRfZHkfWCQZF3kQpHqxasaRKzUDg09QkVhpF4BwA1lF/OfrcvZk2zstY9XMfi4bxoLfFMzjlecmj2JJh4NPk+TFTyuVF+z1cGuRD0jXBXcUHoxpbp8HwshciflPe1CiNxpj83GSfMg96QVoCn06dwEJPqkRA/IvvcCJHvWRS65VRcjPky+01GllXCGt677Nb5ecRnzvZOp0o4vs+rGRa2risuLF/Dp4vmnHLPIzP7EYf6nbRUNVttxCfsRSSz2Jpt4sG0FnVZm29yEECIVGR9HunbtWp544gkaGhqYOHEiN910E6NHj85mbEIMGc3hi6nwv4hH733m5WhxcyQxszaHUYlUyMx7YZBEXeTLhYHZ7EgcJOYkU+4z7phaxoaic23pIhJOkrXhd9mbaMTCxlC6Dp2rM0bKkvh+5DgOj7WvptXuTKl9g9nGb4PP89WKT53w+bAd473YPjrtCD7VwyT3KMo0mZkXQqSu16T9nnvu4f7772fLli1UV1d3P/7oo4/y9a9/HefDqcHnnnuOJ554gueff57aWkkihEiX7Xg4HFrM8KJl6Fqkz/Zxs5IDwX/IQ2QiVZK89w9J1kW+jTOGM809lrdiO086A3u0EXoFS4sXnPA5Q3FxQWBWtkMUp2i3s5dGM5hWnwNmM21WqEcyvi/RxMrQmxxIttB21A2AYtXHCL2c8/2zmOqR62YhRN96XR6/du1aFi1a1CNhj8fj3HXXXRQXF/P0009z4MABHn74YUKhEA888EDOAxZisGoOX0JT6NMkrd5rXsbMYexru5GoOT5PkYl0yLL5/JBl8KI//X3pBczyjMfoY8HiKL2Sm8o+iU/15CkykQ2b2UwSM60+HXaEZ0Mbun9+JfwuP2/7C5vje3ok7Efabk0c4JHg31jesS4rMQshBrdev2127drFl770pR6PrVmzhs7OTr7zne+wcGHXqYKXX345L774Ii+++GLOAhViKGgMLaU9NpPhRX/Ca+zGpbWgKjaWrZOwqgnFJ9PQeSWmXdbfoYo+yMx7bkiiLgqBpqh8sfQi3ontZm1kCw1mK512BAfwKC6qtFJmeE7jfP9MKY00AEWJZdSvxewA4O3oB/y5cz2dTu/73CNOnLWRLXhVNxcFzsjoPYUQQ0OvSXtbWxs1NTU9Hlu7di2KorB48eIej8+aNYvHH388+xEKMcTEzNPY3XYrqhLB6zqAqkSw7CIiyTGcwjEUop9I8p4dkqwPDvXJVv4WeouQHcXBwVBcnOOfxmRj1IDbw60oCrO845jlHUfQCnHYbMd0LEo0P8P18gH3ecRHbOyM+lnYOI7DqtCGPhP2I2JOknWR91nok9rXQoiT6zUDGDZsWHc99iPWrVtHIBBg2rRpPR5XVRXDMLIfoRBDlO34CCcm9ncYIkskeU+fJOqDx6FkC0+0v0S92UrE6VkubWt8P9WuMi7yn8Fs78Dc9lOqBSiVg8UGDT3DG+QuRWNrYj9Nae6HP2y181J4MxcVyWy7EOLEet3TfsYZZ/DYY48RDHb98dmyZQsbN25k4cKFx91B3rZtGyNHjsxdpEIIMQjInvfUSMI+eOxONPCL1r/wQbL+uIQdIIHJ/uRhnmh/iZfCm/shQiF6qqIq7T4aKjPd41kbfpdEmvvhAd6N7027jxBi6Oj1VuLtt9/OokWLOOOMM5g8eTJbtmxBURS++c1v9mjnOA7PPPMMixYtymmwYuDQm5owGhtRo1Fsr5dEdTXmsGH9HZYQBUNm3o8nifrgE7Fj/Db4PC0plM4KOVFWht5kpKuS8cbwPEQnxImdpcxhv7KHdjuccp8qrYS5vom8Gdue0XvG0yghKIQYenpN2k8//XSefvppHnjgAfbs2cPcuXP5xje+wVlnndWj3dq1awkEAlx66aU5DVYUONPEv3kzgc2b0VtaQFVxVBXFtsG2MSsqCE2fTnj6dNBlb7YQIMk7SLI+mD0Xepsmqz3l9p12lGdDG/hq+YnrXQuRDwHFzyT3KN6IbsdJoayfgYszfRPRFA0FOctACJF9fWZO8+fP54knnui1zcKFC3n11VezFpQYeLTWVqqWLUOLxbDdbmyfr/u5I193ajRK6dq1FL3xBoevugqrvLx/ghWiAA3F5F2S9cHNdhzej+9Lu9+hZAsdVoRizdd3YyFy5HMl5xO2o2yN78fqJXF34+Is30QWB+YA4FPdGb2fV5VzoYQQJ9frnnYhUqG1tlL96KMoto3t7v3Lyna7UWyb6kcfRWttzVOEQgwcQ2HPu9RYHxparA5arb6XxR8raIfZGPsgBxEJkTpNUbmx7JOc55/JcL0c7ZhLZgOd0a4qPlU0j6tLzu1+fJF/Jl4lvQRcQ2GOpy4rcQshBidZoyxOjWlStWwZjssFqZa3URQcl4uqZcto+NKXZKm8ECcwGGfeJVEfWqJOnKST/oFcAJ1WJMvR9J+4neSd2C7arBCGojPBGMFoI/2DzkT+qYrK0uIFfNqZz4boDt6L78NyLFyKzlm+SScsVTjWqGGYXsbeZGPK71OplTLPNznb4QshBhHJlsQp8W/e3L0kPi2KghaN4t+yhfCsWbkJTohBYDAk75KsD02G4kJXNJKOlXbfTJcYF5KmZDvPhF5jf/IwzVZH9+NexU2NXsqZ3ol83DdN6rkPAJqiMtc3ibm+SSm1v6L4Y/y6bRVtKRxkF1A8fCJwBrqinWqYQohBTJbHi1MS2Lw5/YT9Q7bHQ2DTpixHJMTgNFCXzUvCPnRVasUUq+nvSw8oHqa4a3MQUf68F9vHf7UuZ2Psgx4JO3StQNidbOSPHa/yq7aVWI7dT1GKXBln1HBNyflUaMW9titRfXyyaG7KNwOEEEOXJO0iY3pTU9cp8afyGi0t6E1NWYpIiMFvICTvsmddAOiKxmmu6rT7VWklDHcN3INKDySbebxjTZ9l7kwsNsf38NvgC3mKTOTTVE8tt1Zczjm+06nRyzA+XNzqQqNKK+FMz0S+Xn4ZH/dP6+dIhRADQUEvj3/ggQdYsWIFO3fuxDAMzjzzTL773e8yderU7jaO43DPPffwyCOPEAwGmTNnDj/60Y+YMmVKP0Y+NBiNjaCe4n0fRcFoapIa7kKkqRCXzUuiLo41wlUJsW1p9dGUgT2f8HTHqykfwGfTdcJ+fbJ1QN+oECdWovm5uuRcLMei3mwjZicwVL0riVdc/R2eEGIAKehvxpdffpnrr7+eVatWsXz5cnRdZ+nSpbS1tXW3+elPf8qDDz7IvffeywsvvEBVVRWXX345nZ3pn1gr0qNGozinmLQ7moYajWYpIiGGnkKYeZeZdXEym2K70+7TaUcz2gdfCNqsEIfM9CqjhJ0Yq0Jv5igiUQg0RWOUq5IJ7hHUuoZJwi6ESFtBz7Q/9dRTPX7++c9/Tm1tLa+99hqXXHIJjuPws5/9jFtuuYXLLrsMgJ/97GfU1dWxbNkyrrvuuv4Ie8iwvV4U2+6lemnfFMvC9nqzFpMQQ1V/zLxLoi5602FFaLKCafc7bLWzKbaLOd6BVwLrhdDbdNjpn3x/INmcg2iEEEIMFgU9036sUCiEbduUlpYCsHfvXhobG1m0aFF3G6/Xy4IFC3j99df7K8whI1FdDfYpHqDjOCRkabwQWZOPmXeZWRep6LAjxOxE2v1sHJrM9JP9QpBJwg4Qd8yMy+MJIYQofI7jELeThOxoRgeQFvRM+7HuvPNOpk+fzty5cwFobOyqgVlV1bPeaVVVFfX19Sd9Hcc5lbnh/lGIMSerqkiWl6PFYpm/Rnk5yaoqKMDPN1QU4tgSWRDZn7OX3p5GXrK9UcbXUNXskPFKrLaQwvZI770LcWx1Zngf27RhZyNoSuF9pqGqEMeXGBxkbA0tUSfKm85b7OcgMWI4OGholFHKTKYzRqntLv1Z10vBiQGTtH/729/mtddeY+XKlWhaz1qWx9Y4dRyn17qnA60mal+fpz+FZ8ygdO3ajMq+qbEYHfPmFexnGwoKeWyJ7Mt06Xyms+rbGx0mVsv4GqpG2QFWHvbQZofS6udCY1bZMCZ6Tj52CnVs7ewsY0d6HxeAYt1gStXJL8mUhiaU+kaUSBTH58UZXo1TI6vUcqVQx5cY+GRsDS0vh7fwbOgt2pzjvxg66aSBemr1Kr5c/kl8qrvXG90DImm/6667eOqpp1ixYgVjx47tfry6uquUTFNTE6NGfXQx2tzcfNzsu8iN8PTpFL3xBoptQzrJn+Ngeb2Ep0mpEyHyJd1977IEXpwKn+phuKuctnh6WewwvZTJ7tE5iiq3zvPP4PXo1pRPjz9inDH8+AeTJurGzWgbNqM2t3RVa1HVrm1pto1dWYE1Zzr27OngGhCXc0IIMWS8HH6XFZ2vE3HiJ22TwGRnsp7/al3BNyouo7cjKgt+T/sdd9zBsmXLWL58ORMnTuzx3JgxY6iurmb16tXdj8ViMdatW8e8efPyHerQpOscvuoqlGQy9SXuto2STHL4qqtAH9gXGrraQaVvFcOLHmdYYDkefU9/hyREn/ra9y571kW2nO+fhbvXy5DjTXHXog7QFUA+1c0oPb1JgxLVz8WBM3s8prS0YvzHw+jPre2qsOL3gdcDbqPrf/0+1GgU/bm1GP/xMEpLeifWi/wKWiFWh95hRcdrPBfaSEOyre9OQogBK2zH+FtoQ68J+9H2JptY1v5yr20KOmO67bbbePzxx/ntb39LaWlp9x52v99PIBBAURS++tWvcv/991NXV8eECRP40Y9+hN/v56qrrurn6IcOq7ycxmuvpWrZMrRoFNvjOWlbNRbD8nppuvpqrPKBW5PWq3/A8OI/4HXtxdA/uliqDiwnZo6kJXIurZHzgYF54SmGhmNn3iVRF9k2yRjJNM9YNsZ2kkqtkbGuai4pOisPkeXO1SULaWppo8HqOzEzcHG2dwolmr/7MaWlFdcvHkUxXODpfeuZ4nGDY+P65aMkv3wtTsXA/V4djHbED/BsaCP1ZgvtRx1S+HxoIzV6Gef4pw3IKglCiN79LfQWrWluDduVOPl5bFDgSftDDz0E0F3O7Yg77riDu+66C4BvfvObRKNRbr/9doLBIHPmzOGpp56iqKgo7/EOZVZ5OQ1f+hL+LVsIbNqE3tICioKjaSiWBY5DsqKCjnnzupbED+AZ9jLvi4wofgJDP/6CTNfCBLTteF17CbjfZ1/b15DEXRQ6JXqAOtkeK3JAURSuKj6HrfF9hPuYcXChsbTobAxl4H4/ABRrPm4s+yQPBf/aa812v+JhgW8KS4rnfvRg0sT1yLKuhD3V1QaKguJy4frNMhL/+CVZKl8gXgi9zXOhjXQ60eOeCzkxdibrOdDewq5EPVcVf1zOlxFiENkaT/8w4CarvdfnC/ovezDYd8kXRVG46667upN40Y90nfCsWYRnzUJvasJoakKNRrG9XhLDhmEOgtJuRe6NjCh5HEPrfWxqapwyz2vYJV4OtH8pT9EJkRlJ2EWuWI7NQ20r+0zYAZJYPNb+It+sWEqx5stDdLlT5Srh/6u4khfDm9gU30Wz2UHcSaKhUqT5GKVXsjgwh9FGz6X06sbNEIv1OcN+HEWBSBT17S3YZ83K4icRmVgf2cazobcIO71X14k5CV6LbMWAfbGzAAAgAElEQVSruPlUsWzrFGIwSDomYTu1ZfFHc/pYjVbQSbsYuMxBkqQfq6boj30m7EeoqkmJZwMNnVdg2qU5jkwIIQrPm9Ht7Ek2pty+yQqyvPM1/r50UQ6jyg+36mJx0Rw+ETiDZquDsB1DVzQqtWI8qnHCPtqGzV1L3jOgeD1ob26SpL2f2Y7D6vA7fSbsRyQw2RDbwYWB2ScdF2Jga7fCrAy9SZMZJGTbFLVojDOGc75/Jl75Nx90TMfqMwHPhCTtQqTI69qJx3UwrT6G3kp10Z842P7F3AQlhBAF7LXI+1ikV7x8d6KBpGPiGuDL5I9QFIUqvYQqSnpv19DUdUq8P/NVBmpzC0pDk5SD60fvxvbQaKZ30Fyz1cHq8DsD/jwH0VPUTvC/wefYlzxMux3+6IkEbEscYH10G5OMUXy2ZCGaUvBng4sUuRUDXdH6bpgmGSFCpGhY4K/oaqTvhscIGNtyEI0QQhS2divc5x69EzlstfNOdFcOIipsSn1jV0m3U3oRBaW+KTsBiYysi75PEivtfpnsgRWFK2LH+Y+Wp9kc39MzYT9Ki9XBuuj7/KLtL9hOejc3ReFSFYUaPf0VtgHl5Ad5gyTtBU1VorjUFjQlDDlYZiHSoynHHyaTClVJf1+LEEIMdJ12lGiG+/oOZ5DsD3RKJHrCpN3CIeYkiTvJvk/g1zSIZvZdNVjE7SRBK0TYjmGnWoo2m+/vJPPaTxSm/2lbxX7zcJ/tHBy2xvezrGNtHqIS+bIog3KnNXrv1T8Gx9qzQUQhQaX/Ocq863BpLSiKheNoJO0y2qNzOBy+BNvx9neYQ5KT8SnwciKsEGLoUVHSXhr/Ud+hN6fg+Lxgd/2+HKDV6mR3ooGQHcVybFBAR6NU8zPBGIFfPcGsjGWBd+hdI1iOzYboDtZF3qPZ6sR0LFRFIaB6mewexUWBMwio+fm9KBl+52faTxSeQ8lW9iebU25v47A1foC4ncStppfoicJUZ4xkrFHNtkRqpXRLVB+LA3N6bSNJewHx6HsZW/6fePSDKErPu8MGbfhcuyj3rWV/8AZCidP7KcqhK2llVv/WtP19NxJCiEGmWPVlnIaU64GsxjIQOMOrwbaxsNkY/YBWqxPz6GXWDsRJEjZjHDY7GOmqYLJ7dM/fsePgDB9a+9nbrTC/aP0LB82WnjeJHOiwIxwyW9gY3cWniuYy1zcp5/EETnQzJQVeNbMDCEXhWRV6M+WDCI84bLWzJryJTxT1nriJgUFRFL5cdgkPtq5gd7Kh17bFqo8lRXOZ7Bnd61qqoXcru0AZWj3jyh/A6zpwXMJ+hKKAx9VAbdnP8Ll25DlC0RhaSsJKb4+K40B77MwcRSSEEIUr4sQz3tgVtobetiKnZhh2ZRkbojtosoI9E/ZjJEiyL9nE+/F9PR63KyuG1CF0YTvGg60r2Gce7nVVR5vdyR87XuXNyPacx3ShfzY+Jb0EXENlnjf3NxREfhw2M9ve80GiPsuRiP7kVl18veIyPu6bRo1WhnbMbeyA4mWiMZIvlFzI2b6pfb6ezLT3E4UEpb51eLQDgEqp9w3crtQOj3HrLYwufZhth/9/Bs/Sa5ti90b8xg4UxSRuDqMteg6209+1ei1KPOvxufaAYmNZfkix5BtA3KymOfyJ3IUnhBAFKuYkPlzym37qHrKH5r7sdVM8RJ9tA0/fJw9b2BxMtjBCr6BU8+NEY1gfz0+t74gd443odlqtTnR0xhs1THHXoij5vSZ5LPgi9WZrSm1DTpQ/h95guue0nC5BHmVUUaOXsauP2bWjVeklnOmdmLOYRH6ZTvoHEQIZbycShculaHy2ZCGWY7E+sp0PkvVYjkVA9bLQN50qV+9VRY4mSXueaWoHI4sfxW/sxK03oCgf7l9L85rGrddT5H6HzvjArseqYFJT9CTFnndw64fQ1I8OYqkOPEMkeRqHOv6OhFWT17hUJcqI4t8RcL+PW69HVbr+ADsO2I7W/XNvTCtAY+hSbCezpXJC5EPd0JmUE3nmVlwYik7USaTd1z8Elwo7jsOaSTDrJa3ryyaFBDiJyQeJeuZ4xoPPiz1rWk5jbEi2sqLzdQ6YzbRand2Pu8I61Xopp3vGcEngrLyUrwrbMQ6kcNDX0Zqtdl4Kb+aiojNyFFWXz5Ys5Betf6XV7uyzbZHi5VOBuVLyaxDRM/y31GQB9KClKRpn+6dwNlMyfg0ZHXlkaA3UVX6PCv9LeFyHuhN2SOm7uQdNjVPlX5XlCPNLVWKMr/w3qouW4zP29kjYAdyuw5T51jOh8gf4jffyFpeutjOh8ntUBf6G13WgR4KuKPRI4E8mYZZR33kVrZFFuQ5XCCEKUqVWTIma/pkeAcXLNPdpOYiosH2QqKeeTp67agp60k75bn6nGcZMxEh+/ipw5W4u5r3YPn7W+mc2xXf3SNih6+bBAbOZZ0Nv8V+tK0g4Zs7iOOKF0NvHxZGKTfHdOYimp5GuSj5fdiFVWu+zaKVqgMuLP8ZM7/icxyTyp0wryqjfaKMqy5GIwUSS9jzRlBDjyu/H60rtFMFU6Fr6X1aFw+G08vspcm/t84aFW29iTNnPMbTc7/VRSDCu4of4jb6/1BUFLNuFaQWwbDem7SOaHEFLeCE7mv8vzeHFOY9XCCEKlaZoTHCPSLvfcFdZWksGB4vdiQbiJAmVeVn5uWmgKBjR3pNfI2oSUy0OXXcpTkVmh6Wm4mCymcfbX+xz5tjBYXviIL9qW4mT43JrjWbqW9WOFrbTOyAsU+ON4dxWeSUX+c9glF6JT3FjoONT3NRoZXzMN5VvVV7BWT5ZFj/YXBSYjVcx0upToRVxgX9gr54VuSXL4/OkpugpvEb2EvYuA3fvS9f+9dQPhHHrTYwseYzdrd/KYVRQ6X8On2tXyu01NUlL+EwOhz+N7bhJmFU4adZlFEKIweriwJm8F9tLqx1Kqb1XMVjom5HjqApHfbKVZ0MbCFohmq2O7sdDZV5WXDeL0949TN2mRkpaotiqgq0pqJaDajsEK3xsmTuSg6cPZ0JFZjN7qVre+VrK/4YAH8Tr2Zk4RJ17ZM5isjO8BrKd/F07+VQPlxbP51POPFqtDqJOArfiokIrQlP6PrdADExjjRpG6BV8kEx9smm8MUIqCIheSdKeFzZF7i1Zf1XHSe8uXiGpCqxEU9Pb5+h17UFTQlhO7koBlXnXnfT0/pPxGfuIBkcj/3cSQoieSjQ/S4sXsKzjZTrsSK9t3bg42zeVWd5xeYqu/7RbYR4J/o36ZCuhk5SGsnSVnTOr2TmzmtLDYcqawrgjJnGfTtswP8Gqrq0HAcWd0xrkHVaEQ8mWtPrESfJ8eGNOk3aPmtk1kNEPdbBVRaFSH3qrR4ayL5Ut5j9an6bBbOuz7XjXcK4pOS/3QYkBTbKMPPAb2zD07C7tdhzojOf2wJlcUZUY7gx+H269mXL/ixwOfSoHUYGhNWLoqZ/2eoRbr6fY/Q4dcamtKYQQx5rtnYBL0VnR+RpNZhDzmBlSBajSSpjnnTwkahS3mp38V+sKGq3Ul3cHqz5K0o9VpZdQpuXuZvZLkc0E7XDa/RqSbViOlbMZ5YW+aWyJ7Un7oMORekVO4hHiaMWaj6+XX8avg89yMNlCxDm+jGWx6mOcUcPnSy/EJSsvRB8kac8Dt96Ipmb3UBbbMWgKfTKrr5kvmtqJqmRWg9etNWY5mo+4tHY0tfeZoBNRFRu33ghDr6ywEEIcx3EcQnaM+IdLgQOql2mesUx11/J2bBevRt4nZsdxcDBUF9PcY/i4fxqGMvi3FtmOw6+CK9NK2PsyzT0ma691Iq1mZufnJDCJ2HGKtNyUbh1r1FCtl7Enmfp1QUDxcHHgzJzEI8SxijUf36hYysFEM8+GN9BqhQgnLQIujRGuChYHzszpDTcxuEjSnge2k5tfs652kLD6u455BhyNTOvLOzn6XXa9tgqOCkr6+91sZ/BfbAohRG/idpIXw++wKb6boBXGdCw0RaVE9TPNM4ZF/lmc4Z3AGd4J/R1qv3k3tpf6ZN/LZdPRbqU/C56OTEuRqSg5L2N2gX8Wj7e/RMiJ9tlWAercI6l2leU0JiGONdKo5Dqj63Di7Y0OEyszuwYWQ5ucHp8HseQYTDv9sje90dQENUV/zOpr5otpF2Nl8PuwHY1IMndlURLWMEy7OO1+puUlkhx65YnEwCc12kW27E40cF/zkzwTWs++5GE67AgRJ06nHeWA2czK0AZ+2LyMbbFsH8g6sLwU2USS7K6825k8lNPD1Wpdw1AyuNHuUdx4lNwerDXLO55PBM6gSOl9T7+GwmT3aD5femFO4xFCiFyRpD0PYuZoYsn0y970JZN94YXAQc8oyY2bw2mLzs9BRF1Mu5iYOSrtfnFrBNEc3kwQQohCdjDZzCNtf6OpjyXfh612ftv+PB8kBuZ3Vza0WqmfwJ6qoBXucfJ8ts33Te6z3viJjDOqUfuq6ZoF5wdm8velF1BnjCBwTPLuQmOkXsEF/tncVLYEXfYNCyEGKFkenyetkXPwGbtQFStrr6kq2b1bn08NnVdQ5N6MK41a86H4FHI9ZJtCl+A3tqOpqdVxdRyVYHQumS73F0KIk0k6Fhui2zmQbMbGoVovY753Mu5+OP26N79vX0NLH/W7jwjaYZa1r+WfKj+DkoeErpA4joPpZO8a4IikYxJL8zC2dLgUnXFGDU3R1PfhF6leLg6clbOYjjXVU8tUTy1NySCvRt+j04piqC4mG6OY7jktLzcPhBAilyRpz5OWyIWUeN+i2P0O2fruyNVe+XyImyNpjSyk0v+3lEq/hRPjOdhxbc7j6ozPpD02h1LvayndYOmMT6UptCTncQkhho6IHedPHa+wK9FAk9WOw0dlKNeENzHaVcXlRQso1fv/AKM9iQYaUyhpdLQmM8jWxH6muGtzFFVhUhQlJzO9uqLjUXJbAvaK4nM4kGzmgNncZ1s3LhZ4p1Ku57Z2/IkMc5Wy1LUg7+8rhBC5Jsvj80Zld8u36IidgWVnZ49X3KzOyuv0l0Md19IcvpCkdfIvdtvWCcUn8UHznThObvfGdVHY2/Y12iJnY9on3yNn2QbtsRnsar0NkOV2QojsCJoh/r3lT6yLbqXRCvZI2KFriflbsZ38R+tyDib7TqBy7fnQ22mX3Epg8mJ4U44iKmy5OCm6VPNToaV/Hks6vKrB18o/zVjXMLReLh0Diodz/TP4VPG8nMYjhBBDzcCdqh2AHFzsar2NgHsTwwJ/xaMfQFO7TjxVlRhqGqeWJ61iGjsvz1WoeaJwqOMfaI2cS3XRH/EZu9GVMCg2tu0mbtXQEl5EW/Rs8psYq+wL3ow/vI1hRSvwuvahKRFQHGzbS8wcweHQxXTEZyPL4oUQ2ZJwkvyi7S8cNFv6bNtkBfmftmf5ZsXSnJXUSkXITm0r0bEi9tCskflx3zR2JepJkr1l8nXGiJyf0g5QpHm5peJy3ohu57XIVpqtduJOEhUVv+qh1jWMxYE5DHeV5zwWIYQYaiRpzzuFUHwmofhMVCWCS2sHB4YX/55S7/qUl85HkmOJW9k/3K4/xMxa9rZ9E4UELq0NRTE/PGE+/0vrjhZOTmJ36yRUJYauBlEUG9MqwXKyWwlACCEAXgxtYn8Ky4+PaLSCPBNaz9+VnJfW+8TtJGvCm9iaOEDiw6QroHo43z+LCcbwtPaaH7sSIFW2k1m/gW665zRq9LK0/p17U64WsTiPdcc1RWO+bwrzfVMI2VFCVhRd0SjR/LgUuaQUQohckb+w/ch2fMTNrhmSvW0349La8Rvb+kzcw4mx7G39Rh4izC8Hg4RVeEv+bcdDwqrp7zCEyCop91ZYHMfhndjutPvtitdjORZaCnulHcfhmc7XeSu284Snje9IHGSYXsbfFZ/LKKMqpffPNFEz1KF5+aEqCteVLuY/W56m1Tm1k+RLVB9XFn+M4n5aaRFQvQTU3kutCSGEyA7Z014gHAx2Nn+bYHQeCbPshG2SVgntsZl80PzPMtsrhBCDSJMVpLmPkmkn67c1vj+ltr9rf5EXw++ctDxYzEmyL9nEL9tWsifRkNJrzvKMQ8tgm9AUY2gdQncsRc18a5ULnZF6Bf9QciEzvOOyGJUQQohCNTRvdRcoB4M9bbegq63UFP0Rr2s/imLiODpxs5qGzitJWDI9JoQQg02nFU37QDcAG4dmq+9yay+FN/NWdCeJFPZSt9qd/Db4Av9U9RkMpffycvN8k3kxvIkGK/UT5Cu1Ys71T0+5/WBiOw7/E3yWlhT+zaDr1JRSNUCx5kNFwau6+bh3Gqd7xgy5knlCCDGUSdJegEy7nAPt13f/7DiOfDkLIcQgpikqCioOqR9IeoTex0GdjuOwPrqNOMmUX7PRCrI2vIULArN7f29FY55vMqtCbxJz+n59A505nrqCqzWfL5tju2kwW1Nu7wBu1cWtFVfk5bA5IYQQhUm+AYQQQoh+VqkVU5TB/mCvYlDr6n0F1q5EA41m+kvvN0Y/wEnhwLgLA7NZ4Dsdbx+1wt24OMs3kSVFc9OOZbB4KbI57ZPjD5vtvBndnqOIhBBCDASStAshhBD9rEjzUaOd+DyT3lRrpYw2KnttsyG2g1gGS+/b7TAJx0yp7eXFC/hM8ULGuYbjU9w9nvMqbk5zVXNF8ce4puS8Ib1yLGiF0+5jYfNufG8OohFCCDFQyPJ4IYQQogCMM2rYljyQVp8ite+Tw2N2+gk7gOXYxJwEblJbyn6WbyJn+SZyKNnCG9HtROw4PtXNLM94xhhyHovjOJhOZvXZM+0nxEDjOA7vx/fxbnwvMTtJkeblbO8Uql3p39QUYjCRpF0IIYQoALuTqZ3YfrROJ9JnG6/a+7L1k9EUFU8fS95PZISrgstcZ2f0noOZoijoKZTmO5FM+wkxUNiOw7OhDWyK7aLRDJLgo1U+r0e2UaOXsigwm+mesf0XpBD9SJbHCyGEEP2sw4pQb6Z+AvsRDWYb+xJNvbaZ452Ip49T4E+kVAsM2QPjcqVMC6TdR0Nlmnts9oMRokBYjs1DbX9lVehN9pvNPRJ2gJATZWeynseCL/BcaGM/RSlE/5KkXQghhpg6WalccFqsDjrtaNr9Yk6S/cnmXtuMM2qo1tNbWqoAsz3j045H9O5c3wxcfZz2f6xheilzvHU5ikiI/vdY+2reje/F7KN6RsiJ8VxoI29G5GBGMfTI8nghhBCin1mOnVG5NwDzmNPIHcdha+IAa8LvELJi2DhE7TgaKlaK7zFMK+Uc/7SM4hEnd7pnDMNd5exLHk6pvYbGdPdYKfcmBq1Wq5Ot8f3Y9F2pAiDsxFgdeYc53rohfailGHokaRdCCCH6WbHmw6MYRNM85V1FpVIr7v55b6KJx9vX0Gi2HbfENFUVWhH/UHohhiKXCNmmKgrXl17Mf7WuoNHqvQyfjso0zxg+VTQvT9EJkX8rO9+kw+77bI6jNSTb2JE4yET3qBxFJUThkVu3QgghRD+r0koYppem3W+YXsJk92gAPkjU86u2lew3D2eUsHsVg7Guam4sWyKnvedQuV7EzeWfZoIxAr/iOWGbSq2Yj/lO57rSxTKbKAa1/SmuOjlaApOXI+/mIBohCpfcRu+DosQxtGZUTJJ2EaZdnnpfTAztMKqSwHJ8JKxKunYKCiGEEB9RFIVZ7vHsTfZ+qNyxJhgj0BSVhJPkd8HVtNmhlPppKJRrxQRUDyoqAdXLhYFZjDVqMglfpKlML+KbFUupT7ayKrSBoBXCxkZXdOqMEZzvn4knw1P/hRhIEk5mK4ISdmb9hBioJGk/CY++j+qiP+IzdqOrnSjY2I6buDmMtsjHaIkswjlJ7VqX1kJN0R/wG9txaUEUTGzHIGFV0BGbQ1Pok9hO37V1hRBCDB0LA9PZGN+Z8n7naq2MJUVzAVgT2tzncuujWTh4VYNbK66Qmdx+NNxVzhfLLurvMIToN2qGk1nyd0sMNZK0n8Dwosep8D+PS+vs8bhGDJfWjt/4gHL/Gna13HbczHu5dzXDi5dh6K3H9I3j0jrxufZQ6l3H3tabiZrjcv5ZhBBCDAyGovOVsiX8rPUZDpi9nwhfrZVyfdknCKheAN6J70r7/RqTQdkXKoToV37VwzFnaaakQivKfjBCFDDZ036M4UVPUBVYeVzCfjRFsfEbuxlfcR+a8tFSxDLvK4wo+f1xCXvPvuB1HeK0ip9iaIeyGrsQQvRFyr0VtmLNxzcqlvIx31RqtDK0o2ahFLpOdT/LO5FvVCxluKsCgLidpN0Kp/1ecZJsjH2QrdCFECJtZ3gnoKQ5216i+vlEYE6OIhKiMMlM+1FcWgsV/tVoaiyl9j5jL6NKf83etn9EIUlN0VO4tI6U+rr1JmpLf8XOlv9zKiHnmUPAvYky73pUJY5le2mJnEs0OaG/AxNCiEHDqxpcU3IelmOxMfoBB80WbGxq9DLmeCced6p73EliZ1guLmYnj3vMdhw2x3bzbnwvScfEq7pZ4J3KKKMyo/fIl3YrzJrwZoJWCFVRqHUN42zfFFxyCr4QBets31TWhDfTlMb2nlGuCoo12WYqhhb5JjtKTdEfcGmp/9EA8Lk+QFVilHtfxK03pNXX4zqAoTWQsAr94B+HYYHllHpfx6MfQlPj3c+U+V4llhxJS/h8WqPn92OMQggxuGiKxpm+iZzZRzuP6kJFy+g9vEcddmY7Dn/pXM+W+B6azCDJo9asbojuoEYvY6F/OnO8dRm9V67sSxxmRedr1JuttNsfrThYH93OmvBmxhk1XFl8jhzsJkQBcikalxXN5/cda+i0o322r9HK+FzJojxEJkRhkaS9m4Pf2J52L7feQIXveUq8b6Ao6c10uLQOqov+xP7gTWm/b/7YjCn7T0o8b6Kpx8/I6GqEgHsHHv0AHtd+DnV8vh9iFEKIoctQXJRpfoIpnhx/hFcxmOudCIDl2Pyy7a9sje/HOsGsfcSJsyvZQGN7G41mkE8WnZWV2E/V5thunmxfe8JT8x0cmqwgTdEgB5PNfK3i091nAAghCscM7zgsbJ7uXEeLdeLtqRoKw/UKri+7WGbZxZAkSfuHVCWKpvR9h+9YXXvU96KrkYze16W1Z9QvX0aWPEKp9w1UpffSGroWpdK3mqRVxuHwp/MUnRBCCIA5njp2JxvT6lOq+btLvD3a/gLvxffh4PTaJ+zEWRPeRJkW4GzflIzjzYZDyWae7Dhxwn6s/WYzP2/9C7dUXI6myHE+QhSa2d4JTHSP4rnQRt6P7yNkR7EcB11RqdCKmeudzDzfRDQls1VFQgx0krR/SMGGPi5WTtpXOYW+GfbLB00JUeLZ2GfC3t1ei1Hhf4nD4UvI39By8Lu2MqzomQ/L61nYjkE0OYaGzsuPO90/PSblvrWUe19GU6OAg+V4aI/Npjm8GMdxZ+tDCCHEKSnTAmn3sZ2u7582q5Nt8QN9JuxHRJw4L4U3M987uV/LLq3oXE+blfrqgv3Jw2yI7mCub1IOoxJCZMqveris+GwudeYTdeLEHROf4satnrjEshBDiSTtH7IcHzaZ7XdLmBW4tfT2s3e/r124id+wwArcemr1go9w6/WU+V6mLXJeboI6iqHVM7bsQdz6QXSt5+GBAfcOSjwbCCWmsK/tqzhpDvUy7ytUF/0Rt96AqvSsRRIwtlLpW01L5HyaQpee8ucQQohTtTbybtp9ok6CNivEys4NdNjprRZrMoO8F9/H6Z4xab9vNkSdGAeTvZfFO5aFzbrIe5K0C1HgFEXBp3iQRfBCfETWiHVTiSVHp90rYZZzOHwxoUT6ywQty0Nz+KK0++VLwL017T6qYlHmeT0H0fRkaIcYX3EvfvcHxyXs3W30Nsq86xhXcR/pFAEt973AyJLf4HUdPC5hh64tER5XA9WBPzG86HeZfgQhhMgK07HSOnn5iA47wkvhzexPNqXdN4HJusj7affLlvedbSktiz/WYauDiJ1ahRghhBCiUEjSfpSGzksx7fTu60XN0Zh2GY2hS4mb6ZXDiVvDsBwvXtdudDW1UnH5pCqJzPqpmfVLnc1p5f+Ox9X3/k1FcShyv8vIkt+k9MqG1sDwomUple7TtSiVgecpcr+d0msL0d+kRvvgFLXjJJ3UtjEdq90Kk8iwb6bvmQ2dZPadmXRMQpK0CyGEGGBkefxRosk6QvGplHjeJJVtenGzikPtfweAZRcRjM6j0v/sCU9ZP5btaBhaM3WVd3/YP0DMHMHh8CfoiJ0J9N8+wSOcDGNwnNzeCyrxvIFbP5Rye0WxKXJvQSGJQ+/7omqKnsLQ21J+bV0NMyzwFzrjs1LuI4QQ2aQpGmqG9+B1RUPJ8G+92o/72fUML19UFHQ5yEoIIcQAIzPtx9jT+g064jOxnd6/1ONmFfuD1xMzP9rPd6jjWtqiH+tzn7rjdC0j17UImppAUxMYeivFni2MLftPTiu/H4W+E/9cM63ijPolrbIsR9JTpf+5lG6MHM2jN1Dhf77XNgoJ/MbOtOPxuPbjUlvS7ieEENngUQx8avrno2iojDeGE9A8Gb1vhZbZd0Q2jGA4rgxq0/tUD8Wq7JQVQggxsEjSfgwHF7ta/on6jqsIJ8ZhWR9dzDgOxJPDaIvMY2fznXTGZx7TW2F/8CscCH6RUHwSptXzNF/b7poZ6G1yQlMTlHg2MLb8p3CCWrn51Bz+BJad3uF8SauIxs6lOYqoi6G1pt1HUWwC7t73X3pcB3Fp6SffhhakyLM57X5CCJENqqJQZ4xIu1+VVsKZ3jrO8kxGS3O2vUT184nAnLTfM1vGKmMYppem38+olpl2IYQQA44sjz8hlabQUppCl+E33idgbENV4iSsKtqiZ2M7vd+lb42eR2v0PDz6Poo9b6MpETz6QUq8G1J6d0WBIvcmyryv0hY9JxsfKCMd8dnEzeH4jL0p94klR/G5UIwAAB2aSURBVBG30r94TIeSYgm64/rRez9Viadc3u5Ympr+gUhCCJEtiwNnsim2m6AdTrlPnXskmqIxzzeRF8Jv02ilvjVolKuCYq3/ZqwVRWGqewyHzJaUC6cWqV4W+/vvRoMQQgiRKZlp75VCODGVxtDl1HdeQ0vkgj4T9qPFzFqaQpdS33lNVw1xJfWa7JqapML/QiZBZ5HC/uD1xM2KlFrHzBr2Bm/KcUxgO5nV63Sc3u9RWbYX28ms7F+mWwmEECIbijUfF/hn4VNSWyZ/mquGy4sXAF174q8o/hglKS4br9HKubZkUcaxZsuSorOYYIxMqa0bF+f4pjHMlf7svBBCCNHfJGnPA4++F7frYAb9DuLS0quTnm2RZB172m4mlhyOc5J7DrajEUnU8kHz7SSt3B9PnTDTfw/b1mmPntVrm5g5ioSVXgUAgLhZSUd8dtr9hBAim84LzOSSwFmUqv6TtjHQmWiM5Gvln8KlfHQjc6qnlmtKzqNSKzlpXw2V0a4qvlq+hKJ+nGXvjkfRuKl8CVPdtXiUk9/MLVF9XBSYzSeLev8OEEIIIQqVLI/PA69rH7oaTbufrnbg1ppIpFlKLtsiiSlsPfwDqvyrKPWux6W2gWLjOBpJq5LWyMdpiZxLvoZTY2gJAeN9tJPUZz+RuDmcttiCPlpphOJT8LoOpBVPNFmLZRel1UcIIXLhvMAMzvBOYFXoTXYkDhGx4zg46GjUuEo5zz+LycYolBMcrjLNM5bxxgheDL/D5vhuOq0oNg4aKhVaEWf7pjLHW4emFM79fkPRualsCTsT9Twf3khDso0kJgoKXtVgvDGcxYEzKdMCfb+YEEIIUaAkac8DRbFOofMp9M0ix3HTFLqUptClKCTQ1BiW7e2zhFouhBNTiZpjCGjbUmpv2QZtsXmksrCkofMKij3v4NabUnrthFVKY+cVKbUVQoh8KNZ8fKZkIY7jEHeSmFh4FXdKybZXNbik6CwuDpxJEpO4beJVjawc3hazEzweXMOWxF5Mx4IPbwiMcFXwhdKLqNAz22akKAp17hHUuUdgOTYxJ4GKikdxnfDmhBBCCDHQFM7t8kEsbtZg2eknt5bjI2mltp88nxwMTLu4XxL2Lgq7W28lkqjts6Vlu2iPnZVyYm3apewPXkcihX38SauYhs4riCTHp/TaQvSnutzvXBEFRlEUPKpBQPWmPTuuKAqG4qJI82YlYX8y+BJ3Nj7Mm/EdxJwEJhYmNnFMdicbufvwozzQ/Ads+9SqpmiKil/14FUNSdiFEEIMGpK050E4MZG4OTztfnFzOHEztyexD1SmXcLOln+mPTaLhHX8wUKOoxBLDudw+GL2tt0MaZQz6ozPYnfrNwjHx2Pa3uOet2w34cRY9ge/SEv4olP5GEIIMeg92vY8L0W3YPVSxtTGYXeykR80P57HyIQQQoiBQZbH54VKR2wGPmNfyj0cB9qic+lKNlM/dX4osewidrXcgUttobroj7j1JhTFwnZcdMZm0hy+AIfMToOPJCeyvfn7eF07qA78GU0No+BgOR6awxfQGZ9FOjcChBBiKNqTaOD12PaU2zdYbTwZfInPlC7MYVRCCCHEwCJJe540hi6n2LM55ZrnkeR4mkMX5ziqwSFpV3Cg/YacvHY0Wceetlty8tpCCDHY/W/wBZw0bzyvj26XpF0IIYQ4iiyPzxPb8bGr5baU9mGHE+PY1fJPGc8SCyGEEP0tZidosTrS70eCd6N7sh+QEEIIMUBJ0p5HSbuSnc3/QlNoMdHEaGzno8N9LNtFJFFLY+cSdjb/H0w7s1N0hRBCiEKwM1Hf6z723rwceS/L0QghhBAD16BZHv/QQw/x7//+7zQ2NjJ58mR+8IMfsGBBX3W5889y/Bxs/yJgUex5G49+EFCIJkbTmZiB3EcRQggxGEScWL/0FUIIIQabQZEhPvXUU9x5551861vf4qWXXmLu3Ll85jOfYf/+/f0dWi80OmJzPqx9/mk6E7MYJP8cQogCI+XeRH8oUf0Z9y0+hb5CCCHEYDMossQHH3yQz33uc3zhC19g0qRJ/PCHP6S6upqHH364v0MTQgghhqTxrhG4SL/Gu4LCxYE5OYhICCGEGJgGfNKeSCR4++23WbRoUY/HFy1axOuvv95PUQkhhBBDm66qjHRVpt3Pp7gZaaTfTwghhBisBvye9paWFizLoqqqqsfjVVVVNDU1nbCP4wy8uucDMWYxMMjYGvy2N/bne8v4GsoW2heyj99hp3Eg3ZnOWSmNGxlbIpdkfIlckbElTqaul3PIB3zSfoSiKD1+dhznuMeOqKury0dIWbNjx44BF7MYGGRsiVyS8SUAYq1xnjz8h5Tqtc8MzODKkZf32U7GlsglGV8iV2RsiUwN+KS9oqICTdOOm1Vvbm4+bvZdCCGEEPl1TvkCArqPxxoeJ+bET9jGpbhYUDKfK6v7TtiFEEKIoWbAJ+2GYTBr1ixWr17N0qVLux9fvXo1l156aT9GJoQQQgiAWcWzmFU8i3c6NvPH5qeJWTHAQVdcfLz0HC4qX4SqDvhjdoQQQoicGPBJO8DNN9/MV77yFebMmcO8efN4+OGHaWho4Lrrruvv0IQQQgjxoZnF05lZPL2/wxBCCCEGlEGRtF9xxRW0trbywx/+kMbGRqZMmcITTzxBbW1tf4cmhBBCCCGEEEJkbFAk7QA33HADN9xwQ3+HIYQQQgghhBBCZI1sIBNCCCGEEEIIIQqUJO1CCCGEEEIIIUSBkqRdCCGEEEIIIYQoUJK0CyGEEEIIIYQQBUqSdiGEEEIIIYQQokBJ0i6EEEIIIYQQQhQoSdqFEEIIIYQQQogCJUm7EEIIIYQQQghRoCRpF0IIIYQQQgghCpQk7UIIIYQQQgghRIGSpF0IIYQQQgghhChQkrQLIYQQQgghhBAFSpJ2IYQQQgghhBCiQCnBYNDp7yCEEEIIIYQQQghxPJlpF0IIIYQQQgghCpQk7UIIIYQQQgghRIGSpF0IIYQQQgghhChQkrQLIYQQQgghhBAFSpJ2IYQQQgghhBCiQEnSXgAeeOABzj//fEaPHs348eO5+uqree+993q0cRyHH/zgB0yePJmamhqWLFnC+++/308Ri4Hq/vvvp7S0lNtvv737MRlb4lQ0NDRw0003MX78eKqrq5k3bx4vv/xy9/MyvkQmLMvi+9//PjNmzKC6upoZM2bw/e9/H9M0u9vI2BKpeuWVV7jmmmuYMmUKpaWlPProoz2eT2UsBYNBbrzxRmpra6mtreXGG28kGAzm82OIAtXb+Eomk3z3u99lwYIFjBgxgkmTJnHDDTewf//+Hq8Rj8e5/fbbGTduHCNGjOCaa67h4MGD+f4oooBJ0l4AXn75Za6//npWrVrF8uXL0XWdpUuX0tbW1t3mpz/9KQ8++CD33nsvL7zwAlVVVVx++eV0dnb2Y+RiIHnjjTd45JFHOP3003s8LmNLZCoYDLJ48WIcx+GJJ57g9ddf57777qOqqqq7jYwvkYmf/OQnPPTQQ9x7772sX7+ee+65h1/+8pc88MAD3W1kbIlUhcNhpk6dyj333IPX6z3u+VTG0g033MCmTZt48sknWbZsGZs2beIrX/lKPj+GKFC9ja9IJMI777zDbbfdxpo1a3jsscc4ePAgV111VY+bkHfddRcrVqzgV7/6FX/5y1/o7Ozk6quvxrKsfH8cUaCkTnsBCoVC1NbW8uijj3LJJZfgOA6TJ0/my1/+MrfddhsA0WiUuro6vve973Hdddf1c8Si0LW3t3Puuefy05/+lPvuu4+pU6fywx/+UMaWOCV33303r7zyCqtWrTrh8zK+RKauvvpqysrK+O///u/ux2666Sba2tp4/PHHZWyJjI0cOZL77ruPa6+9Fkjt79S2bduYN28eK1euZP78+QCsW7eOSy65hDfeeIO6urp++zyisBw7vk5k69atzJ8/n1deeYXTTz+d9vZ2JkyYwIMPPshnP/tZAA4cOMD06dNZtmwZF1xwQb7CFwVMZtoLUCgUwrZtSktLAdi7dy+NjY0sWrSou43X62XBggW8/vrr/RWmGEBuueUWLrvsMs4999wej8vYEqfiz3/+M3PmzOG6665jwoQJnHPOOfziF7/AcbruBcv4EpmaP38+L7/8Mtu3bwe6LnLXrl3LRRddBMjYEtmTylhav349gUCAefPmdbeZP38+fr9fxptI25EVHEeu899++22SyWSPMThq1CgmTZok40t00/s7AHG8O++8k+nTpzN37lwAGhsbAXosOT3yc319fd7jEwPLI488wq5du/j5z39+3HMytsSp2LNnD7/61a/42te+xi233MLmzZu54447ALjxxhtlfImM3XLLLYRCIebNm4emaZimyW233cYNN9wAyN8ukT2pjKWmpiYqKipQFKX7eUVRqKyspKmpKX/BigEvkUjwz//8z1x88cWMHDkS6BpfmqZRUVHRo21VVZWML9FNkvYC8+1vf5vXXnuNlStXomlaj+eO/rKAriVdxz4mxNF27NjB3XffzV//+lcMwzhpOxlbIhO2bTN79my++93vAjBz5kx27drFQw89xI033tjdTsaXSNdTTz3F73//ex566CEmT57M5s2bufPOO6mtreXzn/98dzsZWyJb+hpLJxpXMt5EOkzT5MYbb6S9vZ3f/e53fbaX8SWOJsvjC8hdd93FH/7wB5YvX87YsWO7H6+urgY47m5bc3PzcXeGhTja+vXraWlp4eyzz6aiooKKigpeeeUVHnroISoqKigvLwdkbInMVFdXM2nSpB6PTZw4kQMHDnQ/DzK+RPr+5V/+hX/8x3/kyiuv5PTTT+eaa67h5ptv5sc//jEgY0tkTypjadiwYTQ3N3dv/YGuhKqlpUXGm0iJaZpcf/31vPvuuzz99NPd11/QNb4sy6KlpaVHH/l7Jo4mSXuBuOOOO1i2bBnLly9n4sSJPZ4bM2YM1dXVrF69uvuxWCzGunXreuyvEuJYS5Ys4dVXX2Xt2rXd/82ePZsrr7yStWvXMmHCBBlbImPz589n586dPR7buXMno0ePBuRvl8hcJBI5brWZpmnYtg3I2BLZk8pYmjt3LqFQiPXr13e3Wb9+PeFwWMab6FMymeS6667j3XffZcWKFd03io6YNWsWLperxxg8ePBg9wGIQgBod9555//t7yCGuttuu43f//73/PrXv2bUqFGEw2HC4TAAhmGgKAqWZfHjH/+YCRMmYFkW3/nOd2hsbOQnP/kJbre7nz+BKFQej4eqqqoe/z355JPU1tZy7bXXytgSp2TUqFHce++9qKpKTU0Na9as4fvf/z633norc+bMkfElMrZt2zYef/xxJkyYgMvlYu3atXzve9/jiiuu4IILLpCxJdISCoXYunUrjY2N/O///i9Tp06luLiYRCJBSUlJn2OpsrKSN998k2XLljFjxgwOHjzIrbfeyhlnnCFl30Sv48vv9/OFL3yBt956i9/85jcUFRV1X+drmobL5cLj8dDQ0MAvf/lLpk2bRnt7O7feeivFxcX867/+K6oqc6xCSr4VhCOnRx7rjjvu4K677gK6lmHdc889/PrXvyYYDDJnzhx+9KMfMXXq1HyGKgaBJUuWdJd8Axlb4tSsWrWKu+++m507dzJq1Ci+/OUv85WvfKV7H56ML5GJzs5O/u3f/o1nnnmG5uZmqqurufLKK/9fe/ceVFW5xnH8y+EkjCluSIFKTckbhHdEJ0Yr0DYioYiNMkmKYxqJMk5eicZ7E5qpIKJN3gpq2JoSSUReKAlBHRsdNcuhFGXykshWcyJR9vmjYR+3e0OkeeTE7zPDDGu9z3rXsxZ7Bh7ed72LWbNm4erqCuizJQ1XWFjICy+8YLc/Ojqa9PT0Bn2WKisrmT17Nnl5eQAMHTqUpUuX1vk3nDQd9X2+5syZQ8+ePR0el5aWZn01XFVVFW+++SZbt26lqqqKQYMGsXz5ctq2bXtfc5f/HyraRURERERERBopzbcQERERERERaaRUtIuIiIiIiIg0UiraRURERERERBopFe0iIiIiIiIijZSKdhEREREREZFGSkW7iIiIiIiISCOlol1EROQfZNiwYQwbNuxBp/F/ac6cOTz//PPW7bKyMgwGAytWrGhwH2VlZfXe/6SkJEJCQu4pTxERaVpUtIuISJP30UcfYTAY6N2794NO5X8mLi4OLy+vB51Go1FeXs7GjRuZMWPGfT3PlClTOHr0KJ9//vl9PY+IiPxzqGgXEZEmz2Qy0b59e06dOsWBAwcedDryAKxbtw5PT0+GDBlyT/3cvHmTW7ducevWLYftjz76KKGhoaSmpt7TeUREpOlQ0S4iIk3a+fPn2bt3L0lJSbRr1w6TyfSgU5L/sZs3b5KVlcXIkSNxcnK6qz7y8vIIDAwkICCAkpIS2rRpQ69evVi9erVd7MiRIykuLubHH3+819RFRKQJUNEuIiJN2pYtW3B1dSUsLIyoqCi2bdtGdXW1XZzBYGD69Ons3LmTgQMH4uXlRZ8+fdi6datNXGZmJgaDgX379rFw4UK6du2Kt7c3kZGRnD592ia2e/fuxMXF2Z0rLi6O7t272+xLTU3FaDTi4+ODl5cXTz/9NB988MG934A78omKiuLQoUOEhobi7e3NU089xZo1a+xib9y4wbJly+jXrx+enp507tyZ6OhoTpw4YY357bffmD9/Pt27d8fT05MePXqwePFifv/9d4fnLS4uJiQkBG9vbwYMGEBBQQEAu3btYtCgQdbr3r9/v10+58+fJyEhgW7duuHp6UmfPn1YtWoVFovlT697//79XLx4kWeffbZB9+mNN97Aw8ODjIwMAEpLSxk3bhwtWrQgOTkZPz8/0tLSMBqNlJaW2h1fe57c3NwGnU9ERJo2Fe0iItKkZWVlYTQaadGiBaNGjeLy5cvs2rXLYezBgweZMmUKYWFhLFq0iObNmzNp0iR++OEHu9jExESKi4uZPn06U6dOpaSkhEmTJt11nmvWrKFLly7MnDmTBQsW4OHhwbRp09i0adNd9+lIWVkZY8aMoX///ixZsoQOHTqQmJjInj17rDE1NTVER0ezZMkSfH19Wbx4MfHx8VRXV3P48GEALBYLMTExrFy5kqCgIN566y0CAwN55513mDBhgsPzxsbGEhwczLx587h+/TrR0dFs27aNadOmERERQVJSEhcvXiQmJsam8P/ll18YPHgw+fn5jBs3juTkZAICApg3bx5z587902suKSkBoFevXvXGWSwWXn/9ddatW8d7773H2LFjASgoKODGjRtkZmZiNBpxd3cnOjqa5ORkVq5cadePwWCgY8eOFBcX/2luIiIi/37QCYiIiDwoJ06c4NixY8yePRsAf39/fH19MZlMDB061C7++++/p6ioiK5duwIwYsQI/P39ycjIYNGiRTaxzZs3Z8eOHfzrX3/8f9zd3Z3ExEROnDiBr6/vX8710KFDNG/e3Lr96quvMmLECFJSUhg/fvxf7q8upaWlZGdnW0eDx44di7+/P5s3byY4OBiAjz/+mN27d5OUlGSzcFtCQoJ1ZDs/P59du3YxY8YMkpKSAJg4cSJt2rQhPT2dr776ymZku7S0lNzcXIKCggDo0aMHw4YNY/Lkyezbt4/OnTsD0LZtW2JjY/niiy8YPnw4gHX0vqioCE9PTwBiY2Px9vZm9erVxMXF8cQTT9R5zSdPnsTNzQ13d/c6Y27dukV8fDyffPIJmzZtIjw83Nrm7OwM/DGzoPb7P9OhQwdOnjzZoFgREWnaNNIuIiJNVlZWFm5ubjav+YqKiiIvL4+rV6/axQ8cONBasAPWaeF3TnuHP4rG2oIdsBajjmIborZgr66uprKykoqKCgYNGsRPP/3ElStX7qpPR5588kmbYtrFxYWAgACbvHNycmjVqhVTp061O772mfD8/HycnJyIj4+3aU9ISLC2365Tp07WewQQEBAAQGBgoLVgB+jbty/w3/tosVj49NNPMRqNODs7U1FRYf0KCQmhpqaGoqKieq/58uXLGAyGOturq6uZOHEi2dnZZGZm2hTsAGFhYRgMBiIiIkhPT+f69esOPz+3c3d3p6Kiot4YERER0Ei7iIg0URaLha1btxIUFMT58+et+/v160dVVRU5OTnW6c+12rVrZ9ePwWCgsrLSbv+dsbVFoaPYhsjNzWXZsmUcPXrUbmXyq1ev0qpVq7vq9051XePx48et26dOnaJTp064uLjU2c+ZM2fw8vKyK4a9vb1p1aoVZ86csdnftm1bm20XFxdcXFx4/PHHbfa7ubkBYDabAbh06RJms5mMjAzrM+Z3unTpUp151qrv2feUlBR+/fVXMjIyHK4u7+3tTUFBAW+//TZbtmyhoqKCjh07EhQUxMKFCx1Ou7dYLHe96J2IiDQtKtpFRKRJKiwspLy8nPLycvLy8uzaTSaTXdFe19RnRwVfQ2LrKtruLMpLSkoYO3YsAwYMYMWKFXh7e9OsWTO+/PJL1qxZQ01NjcN+7kZD8r7XgvOv3K8/y6f22keNGmX386rl4+NTbz4eHh71zlYIDg6moKCA1NRUnnvuOR5++GG7mI4dO7Ju3TrKysqIiYlh/PjxLF++nOHDh7Nv3z67fz6YzWYeeeSRevMSEREBFe0iItJEmUwm3N3dHb4v++uvv2b9+vX8/PPPPPbYY/ctB4PB4LBYPHv2rM12dnY2rq6ubN++HVdXV+v+wsLC+5ZbfXx8fNi/fz83btygWbNmDmPat2/Pnj17MJvNNqPtFy5c4OrVq7Rv3/5vyaV169a4ublx8+bNBq/+fqeuXbuSlZXF5cuX8fDwsGvv3bs3kydPZtSoUURHR2MymWx+Dndq2bIlEyZMoEuXLoSHh7N7925efvllm5hTp07h5+d3V/mKiEjTomfaRUSkyamd/j5kyBDCw8PtvqZMmUJNTY3d69z+bj4+Phw8eNBmJfTDhw/bvdLM2dkZJycnmxH12inhD0JERARms5m0tDS7ttoRcKPRiMVisXtdXEpKirX97+Ds7ExERAQ7duywrlx/uytXrjh8hd/t+vfvD+Dw+FpBQUFkZmZSUlLCuHHjbPqsnap/p9qYOwv8yspKTp8+bT2viIhIfTTSLiIiTU7tQnNhYWEO2zt06ICvry9ZWVlMmzbtvuURGxtLdnY2kZGRREVFce7cOTZu3Ei3bt24du2aNS40NJS0tDQiIyMZPXo0lZWVbN68GU9PTy5cuHDf8qvLmDFjMJlMLFiwgCNHjhAUFERVVRXffPMNkZGRjBkzBqPRyODBg1m6dCnl5eX06dOHAwcOYDKZCAsLu+tRcUfmz59PUVERoaGhxMTE4Ofnx7Vr1/juu+/47LPP+Pbbb/Hy8qrz+MDAQNq0aUNBQYF1hXxHgoOD2bBhA+PHj+eVV15h/fr1ODs7s3btWgoLC3nxxRdp2bIlZrOZ9PR0Vq1ahaenJyEhITb91L5/vq7Pn4iIyO000i4iIk1OVlYWzZo1syumbhcaGsrx48c5duzYfcvjmWeeITk5mTNnzpCYmMjOnTt5//336dmzp03cwIEDSU9Pp7Kykrlz55KRkcGkSZOYPHnyfcutPs7OzmRlZTFz5kyOHDlCYmIiqampODs7Wxddc3Jy4sMPPyQhIYG9e/cyd+5ciouLmTFjBhs3bvxb82ndujW7d+8mNjaW/Px8Zs2aRUpKCqdPn2bOnDn1vsoN4KGHHmL06NFs37693gXpAMLDw1m7di05OTnEx8djsViIiorCz8+PtLQ0pk6dyvHjx1m5ciV9+/YlJyfH7tn17Oxs+vfvb7MqvoiISF2czGZz/b+dRERERP7hzp49S0BAAJs3byY0NPSu+ykrK+O1114jNzfXYfu5c+fo2bMnGzZssHt1nIiIiCMaaRcREZEmr127dsTGxvLuu+/e1/OkpaXh7++vgl1ERBpMI+0iIiIifxOz2Uxubi4vvfTSg05FRET+IVS0i4iIiIiIiDRSmh4vIiIiIiIi0kipaBcRERERERFppFS0i4iIiIiIiDRSKtpFREREREREGikV7SIiIiIiIiKNlIp2ERERERERkUZKRbuIiIiIiIhII/Uf4B4W/sCaM04AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f451f58b048>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "h = 0.02\n",
    "x_min, x_max = X2[:, 0].min() - 1, X2[:, 0].max() + 1\n",
    "y_min, y_max = X2[:, 1].min() - 1, X2[:, 1].max() + 1\n",
    "xx, yy = np.meshgrid(np.arange(x_min, x_max, h), np.arange(y_min, y_max, h))\n",
    "Z2 = algorithm.predict(np.c_[xx.ravel(), yy.ravel()]) \n",
    "\n",
    "plt.figure(1 , figsize = (15 , 7) )\n",
    "plt.clf()\n",
    "Z2 = Z2.reshape(xx.shape)\n",
    "plt.imshow(Z2 , interpolation='nearest', \n",
    "           extent=(xx.min(), xx.max(), yy.min(), yy.max()),\n",
    "           cmap = plt.cm.Pastel2, aspect = 'auto', origin='lower')\n",
    "\n",
    "plt.scatter( x = 'Annual Income (k$)' ,y = 'Spending Score (1-100)' , data = df , c = labels2 , \n",
    "            s = 200 )\n",
    "plt.scatter(x = centroids2[: , 0] , y =  centroids2[: , 1] , s = 300 , c = 'red' , alpha = 0.5)\n",
    "plt.ylabel('Spending Score (1-100)') , plt.xlabel('Annual Income (k$)')\n",
    "fig = plt.gcf()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "XGBoost-Sklearn",
   "language": "python",
   "name": "xgboost-sklearn"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
